Data preparation
## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in Ops.factor(d_clean_4[, i], 4): '-' not meaningful for factors
back to TOC
Study 1 (2015-12-15, 2 conditions, between-subjects)
Demographics
## Warning in mutate_impl(.data, dots): NAs introduced by coercion
Study 1: Exclusion
| 14 |
19 |
15 |
0 |
48 |
405 |
453 |
Study 1: Sample size
| beetle |
200 |
| robot |
205 |
| all |
405 |
Study 1: Study duration (minutes)
| beetle |
0.77 |
119.12 |
2.77 |
3.92 |
8.50 |
| robot |
0.83 |
15.77 |
2.58 |
3.24 |
2.11 |
| all |
0.77 |
119.12 |
2.67 |
3.58 |
6.16 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
Study 1: Participant age (years; approximate)
| beetle |
19 |
70 |
31 |
34.24 |
10.64 |
| robot |
20 |
75 |
32 |
35.11 |
11.20 |
| all |
19 |
75 |
32 |
34.68 |
10.92 |
Study 1: Participant gender
| beetle |
119 |
81 |
0 |
| robot |
121 |
82 |
2 |
| all |
240 |
163 |
2 |
Study 1: Participant race/ethnicity
| beetle |
20 |
0 |
6 |
8 |
9 |
1 |
11 |
1 |
1 |
1 |
142 |
| robot |
16 |
2 |
2 |
15 |
9 |
1 |
9 |
1 |
1 |
1 |
148 |
| all |
36 |
2 |
8 |
23 |
18 |
2 |
20 |
2 |
2 |
2 |
290 |
Study 1: Participant religion
| beetle |
3 |
81 |
2 |
2 |
4 |
0 |
101 |
3 |
4 |
| robot |
2 |
87 |
0 |
0 |
5 |
3 |
100 |
3 |
5 |
| all |
5 |
168 |
2 |
2 |
9 |
3 |
201 |
6 |
9 |
back to TOC
Exploratory factor analysis
EFA: BEETLE condition
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d1_beetle, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR7 MR5 MR12 MR15 MR9 MR16 MR10 MR13
## happy 0.80 0.50 -0.02 -0.03 -0.01 0.01 0.09 0.00 -0.15 -0.01
## depressed 0.88 0.02 -0.14 0.03 -0.01 0.01 0.05 -0.01 0.08 0.00
## fear 0.42 0.29 0.39 0.25 0.07 -0.40 0.27 -0.03 0.11 0.03
## angry 0.67 0.25 0.05 0.10 0.03 -0.17 0.15 0.00 0.07 0.03
## calm 0.56 0.32 0.26 0.19 0.12 -0.18 0.18 0.20 0.09 -0.03
## sounds 0.15 0.34 0.20 0.20 0.39 0.16 0.15 -0.10 0.07 -0.10
## seeing 0.07 0.33 0.37 0.21 0.40 0.21 0.19 -0.23 0.17 -0.08
## temperature 0.13 0.34 0.35 0.23 0.20 0.24 0.26 -0.12 0.17 -0.21
## odors 0.17 0.27 0.34 0.16 0.37 0.25 0.20 0.07 0.10 -0.05
## depth 0.30 0.31 0.29 0.24 0.19 0.19 0.05 -0.05 0.01 -0.08
## computations 0.62 -0.16 -0.01 -0.05 -0.04 0.10 0.04 0.04 0.12 0.09
## thoughts 0.69 0.27 0.11 0.18 -0.18 0.09 0.10 -0.01 0.15 0.37
## reasoning 0.76 0.13 0.10 0.07 -0.03 0.13 0.04 0.09 0.20 0.14
## remembering 0.43 0.26 0.26 0.26 0.07 0.25 0.14 0.20 0.12 0.05
## beliefs 0.80 -0.20 -0.04 0.00 -0.03 0.13 -0.04 0.00 0.08 0.03
## hungry 0.06 0.39 0.41 0.22 0.21 0.11 0.25 -0.07 0.12 -0.18
## tired 0.39 0.38 0.30 0.22 0.02 -0.08 0.19 -0.05 0.21 -0.08
## pain 0.23 0.37 0.46 0.22 0.22 -0.17 0.30 -0.23 0.25 -0.04
## nauseated 0.67 0.25 0.14 0.24 0.17 -0.15 0.03 0.20 0.11 0.00
## safe 0.48 0.35 0.24 0.19 0.12 -0.14 0.10 0.25 0.10 0.00
## love 0.88 0.14 0.07 -0.32 0.00 0.00 0.03 0.00 -0.08 0.00
## recognizing 0.63 0.15 0.11 0.24 0.18 0.17 -0.02 0.27 0.08 0.15
## communicating 0.41 0.13 0.35 0.24 0.25 0.20 0.06 0.03 0.01 0.14
## guilt 0.86 -0.22 0.01 -0.07 0.01 0.00 -0.06 0.01 0.03 -0.01
## disrespected 0.85 -0.26 0.08 0.09 0.00 0.00 -0.09 0.00 -0.11 -0.01
## free_will 0.47 0.31 0.25 0.12 -0.14 -0.03 0.13 0.16 0.05 -0.09
## choices 0.41 0.33 0.41 0.23 -0.21 0.16 0.21 0.21 0.11 -0.16
## self_restraint 0.72 0.06 0.25 0.12 -0.02 -0.04 -0.08 -0.13 -0.13 0.29
## intentions 0.47 0.34 0.33 0.31 -0.42 -0.03 0.05 -0.05 0.14 -0.22
## goal 0.40 0.28 0.32 0.31 -0.22 0.20 -0.03 -0.25 0.20 -0.09
## conscious 0.52 0.26 0.32 0.18 0.05 0.07 0.13 0.00 0.08 0.03
## self_aware 0.59 0.22 0.21 0.15 -0.11 -0.04 0.09 -0.05 0.06 0.18
## desires 0.53 0.26 0.32 0.26 -0.14 -0.12 0.05 0.11 0.06 -0.05
## embarrassed 0.86 -0.35 0.07 -0.17 0.00 0.00 0.09 0.00 0.13 0.02
## emo_recog 0.86 -0.21 0.09 0.17 0.01 0.00 -0.10 0.00 -0.10 -0.01
## joy 0.83 0.45 -0.09 0.02 0.02 -0.01 -0.23 -0.01 0.13 0.00
## morality 0.76 -0.08 0.09 -0.13 -0.07 0.02 -0.04 0.00 0.18 -0.13
## personality 0.78 0.11 0.06 -0.01 -0.04 -0.08 0.07 0.08 0.01 0.12
## pleasure 0.55 0.37 0.34 0.22 -0.08 -0.02 0.19 0.06 0.07 0.08
## pride 0.90 -0.12 -0.24 0.18 0.00 0.00 0.16 -0.01 -0.01 -0.01
## MR3 MR11 MR17 MR18 MR14 MR19 MR6 MR4 MR8 MR22
## happy 0.01 0.02 -0.01 0.00 -0.01 0.00 -0.14 -0.21 -0.11 0.00
## depressed 0.20 0.04 0.01 0.00 0.00 0.00 0.16 0.19 -0.29 0.00
## fear 0.08 0.01 0.22 -0.02 -0.08 0.11 0.01 -0.01 0.04 0.16
## angry 0.06 -0.13 -0.11 -0.03 -0.07 0.00 0.07 0.01 -0.05 0.07
## calm 0.07 0.08 -0.05 -0.10 0.00 -0.08 0.07 0.03 0.08 0.08
## sounds 0.06 -0.02 0.04 -0.27 0.09 0.03 0.03 0.01 0.08 0.18
## seeing 0.12 -0.09 0.05 0.00 -0.14 -0.05 0.04 0.04 0.02 -0.07
## temperature 0.08 -0.13 0.07 -0.14 0.03 -0.05 0.06 0.10 0.08 0.18
## odors 0.10 0.02 0.11 -0.08 -0.01 -0.10 0.10 0.01 0.05 0.12
## depth -0.06 0.03 -0.20 0.07 0.05 -0.01 0.03 0.06 -0.09 0.04
## computations -0.06 0.12 -0.04 0.05 -0.01 0.06 -0.05 -0.01 -0.03 0.10
## thoughts -0.11 -0.14 -0.03 -0.11 -0.25 -0.06 0.11 0.00 0.11 0.04
## reasoning -0.07 0.11 0.04 -0.03 -0.10 -0.01 -0.01 -0.02 0.02 -0.13
## remembering 0.05 0.13 0.09 0.00 0.05 0.05 0.06 -0.07 0.06 0.04
## beliefs -0.05 -0.04 -0.04 0.01 -0.04 0.05 -0.08 -0.07 0.10 -0.11
## hungry 0.08 -0.04 0.07 0.07 0.09 -0.01 0.12 -0.06 0.09 0.02
## tired 0.15 0.01 -0.15 0.07 0.24 0.06 0.09 0.02 0.05 -0.02
## pain 0.10 -0.04 -0.02 0.05 -0.17 0.04 0.17 0.00 0.06 -0.23
## nauseated 0.10 0.07 -0.25 -0.19 0.09 -0.16 0.04 0.10 -0.03 -0.07
## safe 0.05 0.08 0.12 -0.03 -0.07 -0.14 -0.02 -0.02 0.10 0.10
## love -0.06 -0.03 -0.01 0.00 0.01 0.00 0.15 0.23 0.12 0.00
## recognizing 0.11 0.04 -0.11 0.02 0.19 0.31 0.03 0.06 0.09 0.03
## communicating -0.05 0.02 0.03 0.13 0.01 0.14 0.04 0.02 0.13 0.00
## guilt 0.07 -0.05 0.00 0.00 0.00 0.00 0.22 -0.37 0.01 0.00
## disrespected 0.36 0.00 0.00 0.00 -0.03 0.00 -0.12 0.09 0.09 0.00
## free_will 0.04 -0.09 0.26 -0.01 -0.08 -0.11 0.07 0.10 0.11 -0.09
## choices 0.02 -0.03 0.28 0.06 0.11 -0.14 0.14 -0.02 0.03 -0.12
## self_restraint 0.05 0.30 0.05 -0.02 0.28 -0.06 0.12 -0.14 0.11 -0.03
## intentions 0.05 -0.16 -0.09 -0.18 0.16 0.10 0.06 -0.01 0.07 0.01
## goal 0.10 -0.05 -0.03 0.08 0.08 -0.01 0.10 0.07 0.05 0.16
## conscious -0.04 -0.01 -0.17 -0.07 -0.13 0.17 0.10 -0.06 0.04 -0.20
## self_aware 0.04 -0.07 0.02 0.12 -0.02 0.10 0.11 -0.01 0.08 0.02
## desires -0.14 -0.12 -0.02 0.23 0.03 0.00 0.03 0.06 0.08 -0.15
## embarrassed -0.06 -0.03 0.00 0.00 0.03 0.00 -0.26 -0.03 -0.07 0.00
## emo_recog -0.36 -0.01 0.00 0.00 -0.01 0.00 0.03 0.08 -0.13 0.00
## joy -0.03 -0.03 0.02 0.01 0.01 0.00 -0.09 0.04 0.07 0.00
## morality -0.16 0.47 -0.03 0.00 -0.14 0.01 0.03 -0.12 0.14 0.02
## personality 0.09 0.05 0.14 0.00 -0.07 0.31 0.05 0.01 -0.06 0.01
## pleasure 0.06 -0.07 -0.19 0.37 -0.03 -0.10 0.01 0.06 -0.03 0.14
## pride -0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.01 0.20 0.00
## MR20 MR24 MR21 MR25 MR26 MR23 MR27 MR29 MR28 MR30
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## depressed 0.00 0.00 -0.01 0.00 0.00 0.01 0.00 0.00 0.00 0.00
## fear 0.03 -0.16 -0.03 0.02 -0.01 0.08 -0.10 0.07 0.07 -0.01
## angry 0.07 -0.04 0.02 -0.08 0.09 -0.21 0.21 0.01 0.24 0.03
## calm 0.08 0.16 -0.02 -0.07 -0.06 0.18 -0.01 -0.18 0.03 0.08
## sounds 0.09 0.18 -0.02 0.11 0.14 -0.06 0.09 0.12 -0.02 -0.09
## seeing 0.04 -0.07 -0.04 -0.01 0.15 -0.03 0.00 0.00 0.00 0.15
## temperature 0.06 -0.02 -0.11 0.13 0.05 -0.02 0.02 -0.16 -0.12 -0.02
## odors 0.15 0.09 0.06 -0.16 -0.05 0.00 -0.09 0.16 -0.03 -0.18
## depth -0.05 -0.13 0.09 0.31 -0.04 0.08 0.06 0.08 -0.02 0.16
## computations 0.11 -0.03 0.00 0.10 0.07 0.00 0.00 -0.05 0.15 0.03
## thoughts -0.07 -0.03 -0.02 -0.02 -0.03 -0.04 0.00 0.01 -0.04 -0.01
## reasoning 0.14 0.03 0.15 0.12 -0.07 0.20 0.09 0.01 0.12 -0.10
## remembering 0.02 -0.02 0.08 -0.07 -0.05 0.04 0.08 -0.14 0.07 0.06
## beliefs 0.23 -0.02 -0.32 -0.02 -0.06 0.00 -0.05 0.03 0.06 0.04
## hungry -0.02 0.02 -0.05 -0.01 -0.24 -0.06 0.04 0.13 -0.02 -0.07
## tired -0.07 0.02 0.07 -0.11 -0.27 -0.11 0.12 0.08 -0.02 0.09
## pain -0.12 0.07 -0.03 -0.01 -0.01 -0.01 -0.02 -0.10 0.02 -0.07
## nauseated 0.11 -0.10 0.07 0.04 0.01 -0.12 -0.08 0.00 -0.02 -0.01
## safe -0.12 0.01 -0.19 -0.02 -0.04 0.19 0.12 0.05 -0.12 0.12
## love 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## recognizing -0.17 -0.01 -0.05 -0.09 0.07 0.01 -0.09 -0.02 0.03 -0.05
## communicating -0.14 -0.19 -0.04 0.01 0.11 0.05 0.17 0.01 0.06 0.01
## guilt 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## disrespected 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## free_will 0.07 0.26 0.06 -0.15 0.19 -0.08 0.02 0.08 0.02 0.08
## choices -0.11 -0.07 0.02 0.07 -0.03 -0.13 -0.06 -0.02 0.04 0.01
## self_restraint 0.02 0.02 -0.03 0.00 0.03 0.00 0.01 0.00 -0.01 0.00
## intentions -0.04 0.04 -0.07 0.04 0.04 0.05 0.03 0.02 0.01 -0.02
## goal 0.18 -0.11 0.20 -0.17 -0.02 0.05 -0.07 -0.08 0.01 0.03
## conscious 0.01 0.07 0.18 -0.05 0.06 0.12 -0.05 0.13 -0.08 0.13
## self_aware 0.02 0.13 0.14 0.16 0.02 0.01 -0.21 0.08 0.06 0.14
## desires 0.17 -0.17 0.01 -0.07 0.14 0.10 0.10 0.03 -0.17 -0.07
## embarrassed -0.01 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## emo_recog 0.00 0.00 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 0.00
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## morality -0.02 -0.01 -0.01 -0.01 0.01 -0.03 0.00 0.01 -0.01 0.00
## personality 0.19 0.05 0.06 0.08 -0.05 -0.17 0.05 -0.06 -0.12 0.01
## pleasure 0.03 0.12 -0.07 0.07 0.03 -0.04 -0.02 0.00 0.00 -0.04
## pride 0.00 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## MR32 MR31 MR33 MR35 MR34 MR37 MR36 MR38 MR39 h2
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## fear 0.01 0.02 0.00 0.03 -0.05 -0.01 0.00 0.01 -0.01 0.89
## angry -0.05 0.10 -0.05 -0.01 0.06 0.00 -0.04 -0.03 0.00 0.82
## calm -0.10 0.02 0.03 -0.02 0.06 -0.07 0.00 0.05 0.01 0.84
## sounds 0.10 0.13 -0.02 -0.12 -0.02 -0.05 0.04 0.00 0.03 0.73
## seeing -0.07 -0.17 -0.12 0.06 -0.08 -0.04 -0.04 0.02 0.02 0.80
## temperature -0.11 0.14 0.04 0.09 -0.04 0.07 0.07 -0.03 -0.02 0.79
## odors 0.04 -0.04 0.11 0.09 0.08 -0.04 -0.09 0.00 0.01 0.74
## depth 0.12 0.01 0.03 -0.08 0.06 -0.11 0.04 0.06 -0.04 0.68
## computations 0.12 -0.03 0.06 0.05 0.05 0.18 0.04 0.16 0.05 0.63
## thoughts 0.00 0.00 0.00 0.00 0.01 -0.01 0.02 0.01 0.00 0.95
## reasoning -0.05 -0.02 -0.02 -0.01 -0.07 0.01 0.01 -0.02 0.00 0.89
## remembering 0.25 -0.01 -0.09 0.16 0.06 -0.01 0.01 -0.05 -0.02 0.74
## beliefs 0.02 0.03 0.02 -0.01 -0.01 -0.01 0.01 -0.01 0.00 0.92
## hungry -0.12 -0.09 -0.15 -0.04 0.13 0.07 0.04 0.04 -0.03 0.76
## tired 0.00 0.04 0.07 0.07 -0.11 -0.02 0.07 0.00 0.02 0.82
## pain 0.07 0.00 0.02 -0.03 0.02 0.01 0.01 -0.01 0.00 0.90
## nauseated 0.01 -0.06 0.01 -0.01 -0.01 0.02 0.01 -0.02 0.00 0.91
## safe 0.07 -0.03 -0.03 -0.09 -0.01 0.08 -0.04 -0.06 0.02 0.80
## love 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## recognizing -0.02 0.01 -0.05 -0.04 -0.03 0.00 0.04 0.00 0.00 0.89
## communicating -0.09 -0.11 0.25 -0.02 0.05 0.01 -0.03 -0.03 -0.01 0.74
## guilt 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## disrespected 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## free_will 0.02 -0.09 0.06 -0.02 -0.06 0.02 0.11 0.02 -0.04 0.79
## choices -0.01 0.07 0.00 -0.03 0.00 -0.01 -0.04 0.01 0.01 0.90
## self_restraint -0.01 0.01 -0.01 0.00 0.00 0.00 -0.01 0.00 0.00 0.96
## intentions 0.01 -0.06 0.00 0.02 0.01 -0.01 -0.02 0.00 0.00 0.93
## goal 0.03 -0.01 0.01 -0.12 -0.02 0.02 -0.01 -0.02 0.00 0.85
## conscious -0.03 0.18 0.00 0.03 0.00 0.06 -0.12 0.03 -0.02 0.79
## self_aware -0.05 0.00 0.01 0.04 0.14 0.01 0.09 -0.10 0.03 0.76
## desires -0.01 0.05 -0.04 0.03 0.06 -0.03 0.07 0.01 0.02 0.85
## embarrassed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## emo_recog 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## morality -0.01 0.00 0.00 0.00 0.00 -0.01 0.01 0.00 0.00 0.97
## personality 0.00 -0.05 0.00 -0.03 0.00 0.00 -0.04 0.00 0.00 0.90
## pleasure 0.01 -0.01 -0.01 0.01 -0.05 0.00 -0.04 0.00 -0.01 0.91
## pride 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## u2 com
## happy 0.0050 2.1
## depressed 0.0058 1.6
## fear 0.1106 7.7
## angry 0.1762 3.2
## calm 0.1605 5.7
## sounds 0.2750 10.5
## seeing 0.2019 9.3
## temperature 0.2135 13.1
## odors 0.2631 11.2
## depth 0.3152 11.0
## computations 0.3685 2.7
## thoughts 0.0495 3.5
## reasoning 0.1140 2.3
## remembering 0.2640 8.9
## beliefs 0.0794 2.0
## hungry 0.2433 8.6
## tired 0.1799 9.8
## pain 0.0962 8.8
## nauseated 0.0889 3.8
## safe 0.2043 7.8
## love 0.0050 1.6
## recognizing 0.1129 4.3
## communicating 0.2582 9.2
## guilt 0.0050 1.7
## disrespected 0.0050 1.8
## free_will 0.2134 8.0
## choices 0.1049 9.2
## self_restraint 0.0423 3.0
## intentions 0.0690 7.2
## goal 0.1454 11.1
## conscious 0.2098 6.6
## self_aware 0.2398 4.3
## desires 0.1531 6.8
## embarrassed 0.0051 1.8
## emo_recog 0.0050 1.7
## joy 0.0053 1.9
## morality 0.0280 2.4
## personality 0.0997 2.1
## pleasure 0.0925 5.6
## pride 0.0051 1.5
##
## MR1 MR2 MR7 MR5 MR12 MR15 MR9 MR16 MR10 MR13
## SS loadings 15.13 3.17 2.50 1.46 1.15 0.82 0.80 0.59 0.58 0.57
## Proportion Var 0.38 0.08 0.06 0.04 0.03 0.02 0.02 0.01 0.01 0.01
## Cumulative Var 0.38 0.46 0.52 0.56 0.59 0.61 0.63 0.64 0.65 0.67
## Proportion Explained 0.43 0.09 0.07 0.04 0.03 0.02 0.02 0.02 0.02 0.02
## Cumulative Proportion 0.43 0.53 0.60 0.64 0.67 0.70 0.72 0.74 0.75 0.77
## MR3 MR11 MR17 MR18 MR14 MR19 MR6 MR4 MR8 MR22
## SS loadings 0.55 0.51 0.50 0.45 0.43 0.40 0.39 0.39 0.37 0.36
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.68 0.70 0.71 0.72 0.73 0.74 0.75 0.76 0.77 0.78
## Proportion Explained 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.79 0.80 0.81 0.83 0.84 0.85 0.86 0.87 0.88 0.89
## MR20 MR24 MR21 MR25 MR26 MR23 MR27 MR29 MR28 MR30
## SS loadings 0.35 0.33 0.32 0.32 0.29 0.29 0.23 0.21 0.20 0.20
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
## Cumulative Var 0.79 0.79 0.80 0.81 0.82 0.83 0.83 0.84 0.84 0.85
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.90 0.91 0.92 0.93 0.94 0.95 0.96 0.96 0.97 0.97
## MR32 MR31 MR33 MR35 MR34 MR37 MR36 MR38 MR39
## SS loadings 0.18 0.16 0.14 0.11 0.10 0.08 0.08 0.06 0.01
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.85 0.85 0.86 0.86 0.86 0.87 0.87 0.87 0.87
## Proportion Explained 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.98 0.98 0.99 0.99 0.99 1.00 1.00 1.00 1.00
##
## Mean item complexity = 5.6
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 33.83 with Chi Square of 6252.29
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 200 with the empirical chi square 0 with prob < NA
## The total number of observations was 200 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.17
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR7 MR5 MR12
## Correlation of scores with factors 1 1.00 0.99 0.99 0.95
## Multiple R square of scores with factors 1 0.99 0.97 0.98 0.90
## Minimum correlation of possible factor scores 1 0.99 0.95 0.96 0.79
## MR15 MR9 MR16 MR10 MR13
## Correlation of scores with factors 0.92 0.98 0.90 0.98 0.94
## Multiple R square of scores with factors 0.85 0.97 0.82 0.96 0.89
## Minimum correlation of possible factor scores 0.69 0.93 0.64 0.92 0.78
## MR3 MR11 MR17 MR18 MR14
## Correlation of scores with factors 0.99 0.96 0.89 0.89 0.93
## Multiple R square of scores with factors 0.99 0.93 0.80 0.79 0.86
## Minimum correlation of possible factor scores 0.97 0.86 0.60 0.58 0.73
## MR19 MR6 MR4 MR8 MR22
## Correlation of scores with factors 0.88 0.99 0.99 0.99 0.85
## Multiple R square of scores with factors 0.77 0.98 0.98 0.97 0.72
## Minimum correlation of possible factor scores 0.54 0.95 0.97 0.95 0.44
## MR20 MR24 MR21 MR25 MR26
## Correlation of scores with factors 0.86 0.81 0.85 0.78 0.78
## Multiple R square of scores with factors 0.74 0.66 0.73 0.61 0.61
## Minimum correlation of possible factor scores 0.48 0.32 0.46 0.23 0.21
## MR23 MR27 MR29 MR28 MR30
## Correlation of scores with factors 0.82 0.75 0.72 0.74 0.71
## Multiple R square of scores with factors 0.68 0.57 0.52 0.55 0.50
## Minimum correlation of possible factor scores 0.35 0.13 0.03 0.11 -0.01
## MR32 MR31 MR33 MR35
## Correlation of scores with factors 0.66 0.68 0.62 0.59
## Multiple R square of scores with factors 0.43 0.47 0.38 0.35
## Minimum correlation of possible factor scores -0.13 -0.06 -0.23 -0.31
## MR34 MR37 MR36 MR38
## Correlation of scores with factors 0.59 0.49 0.54 0.42
## Multiple R square of scores with factors 0.35 0.24 0.29 0.18
## Minimum correlation of possible factor scores -0.30 -0.53 -0.41 -0.65
## MR39
## Correlation of scores with factors 0.21
## Multiple R square of scores with factors 0.04
## Minimum correlation of possible factor scores -0.91
Step 3: Run EFA with oblimin rotation
## Loading required namespace: GPArotation
## Factor Analysis using method = minres
## Call: fa(r = d1_beetle, nfactors = nfactors_d1_beetle, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.60 0.35 0.65 0.35 1.6
## depressed 0.82 0.08 0.73 0.27 1.0
## fear 0.15 0.64 0.50 0.50 1.1
## angry 0.50 0.36 0.53 0.47 1.8
## calm 0.30 0.59 0.58 0.42 1.5
## sounds -0.13 0.59 0.30 0.70 1.1
## seeing -0.26 0.70 0.41 0.59 1.3
## temperature -0.21 0.72 0.44 0.56 1.2
## odors -0.12 0.63 0.35 0.65 1.1
## depth 0.05 0.54 0.32 0.68 1.0
## computations 0.69 -0.11 0.43 0.57 1.0
## thoughts 0.53 0.39 0.60 0.40 1.8
## reasoning 0.67 0.25 0.64 0.36 1.3
## remembering 0.20 0.55 0.43 0.57 1.3
## beliefs 0.87 -0.12 0.69 0.31 1.0
## hungry -0.30 0.78 0.51 0.49 1.3
## tired 0.07 0.70 0.53 0.47 1.0
## pain -0.13 0.79 0.56 0.44 1.1
## nauseated 0.46 0.45 0.59 0.41 2.0
## safe 0.22 0.56 0.46 0.54 1.3
## love 0.80 0.11 0.72 0.28 1.0
## recognizing 0.48 0.35 0.49 0.51 1.8
## communicating 0.21 0.46 0.33 0.67 1.4
## guilt 0.89 -0.09 0.74 0.26 1.0
## disrespected 0.86 -0.04 0.71 0.29 1.0
## free_will 0.24 0.51 0.42 0.58 1.4
## choices 0.12 0.66 0.51 0.49 1.1
## self_restraint 0.63 0.23 0.56 0.44 1.3
## intentions 0.20 0.59 0.49 0.51 1.2
## goal 0.14 0.57 0.41 0.59 1.1
## conscious 0.29 0.53 0.49 0.51 1.5
## self_aware 0.42 0.42 0.49 0.51 2.0
## desires 0.31 0.51 0.48 0.52 1.7
## embarrassed 0.94 -0.20 0.78 0.22 1.1
## emo_recog 0.88 -0.05 0.74 0.26 1.0
## joy 0.67 0.30 0.69 0.31 1.4
## morality 0.78 -0.01 0.60 0.40 1.0
## personality 0.71 0.18 0.63 0.37 1.1
## pleasure 0.27 0.63 0.60 0.40 1.4
## pride 0.91 -0.03 0.81 0.19 1.0
##
## MR1 MR2
## SS loadings 12.23 9.73
## Proportion Var 0.31 0.24
## Cumulative Var 0.31 0.55
## Proportion Explained 0.56 0.44
## Cumulative Proportion 0.56 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.0 0.4
## MR2 0.4 1.0
##
## Mean item complexity = 1.3
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 33.83 with Chi Square of 6252.29
## The degrees of freedom for the model are 701 and the objective function was 6.46
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic number of observations is 200 with the empirical chi square 565.19 with prob < 1
## The total number of observations was 200 with MLE Chi Square = 1185.72 with prob < 1.7e-27
##
## Tucker Lewis Index of factoring reliability = 0.901
## RMSEA index = 0.065 and the 90 % confidence intervals are 0.053 NA
## BIC = -2528.4
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.97 0.95
## Minimum correlation of possible factor scores 0.95 0.89
back to TOC
Factor 1
Study 1, BEETLE condition: Rotated Factor 1
| embarrassed |
0.9440523 |
| pride |
0.9081533 |
| guilt |
0.8906603 |
| emo_recog |
0.8782222 |
| beliefs |
0.8736313 |
| disrespected |
0.8566385 |
| depressed |
0.8240501 |
| love |
0.7994946 |
| morality |
0.7811438 |
| personality |
0.7089780 |
| computations |
0.6939023 |
| joy |
0.6695277 |
| reasoning |
0.6652942 |
| self_restraint |
0.6305370 |
| happy |
0.6034206 |
| thoughts |
0.5276238 |
| angry |
0.5021990 |
| recognizing |
0.4820272 |
| nauseated |
0.4634142 |
| self_aware |
0.4178148 |
| desires |
0.3107010 |
| calm |
0.3036958 |
| conscious |
0.2902389 |
| pleasure |
0.2676393 |
| free_will |
0.2449147 |
| safe |
0.2222686 |
| communicating |
0.2085438 |
| remembering |
0.2045590 |
| intentions |
0.2038521 |
| fear |
0.1453854 |
| goal |
0.1418002 |
| choices |
0.1187407 |
| tired |
0.0685213 |
| depth |
0.0458845 |
| odors |
-0.1191542 |
| sounds |
-0.1290391 |
| pain |
-0.1312234 |
| temperature |
-0.2136876 |
| seeing |
-0.2571438 |
| hungry |
-0.3005762 |
Factor 2
Study 1, BEETLE condition: Rotated Factor 2
| pain |
0.7926481 |
| hungry |
0.7752471 |
| temperature |
0.7170307 |
| tired |
0.6977625 |
| seeing |
0.6959057 |
| choices |
0.6580347 |
| fear |
0.6351036 |
| pleasure |
0.6283244 |
| odors |
0.6270289 |
| intentions |
0.5942473 |
| calm |
0.5879397 |
| sounds |
0.5857267 |
| goal |
0.5745682 |
| safe |
0.5627134 |
| remembering |
0.5500451 |
| depth |
0.5422707 |
| conscious |
0.5307070 |
| free_will |
0.5100530 |
| desires |
0.5099156 |
| communicating |
0.4623823 |
| nauseated |
0.4546992 |
| self_aware |
0.4206549 |
| thoughts |
0.3919741 |
| angry |
0.3616163 |
| recognizing |
0.3510067 |
| happy |
0.3465516 |
| joy |
0.2979975 |
| reasoning |
0.2510172 |
| self_restraint |
0.2287306 |
| personality |
0.1776459 |
| love |
0.1145687 |
| depressed |
0.0758815 |
| morality |
-0.0097803 |
| pride |
-0.0281165 |
| disrespected |
-0.0391258 |
| emo_recog |
-0.0511680 |
| guilt |
-0.0851762 |
| computations |
-0.1070958 |
| beliefs |
-0.1245751 |
| embarrassed |
-0.2021787 |
EFA: ROBOT condition
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_robot, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR9 MR11 MR12 MR10 MR6 MR18 MR2 MR3 MR19
## happy 0.87 0.00 0.00 0.00 0.05 -0.04 0.00 -0.07 0.08 -0.01
## depressed 0.91 -0.09 -0.08 0.02 0.09 0.14 0.00 -0.13 -0.22 0.01
## fear 0.91 0.07 -0.04 0.02 0.02 0.12 0.01 0.13 0.04 0.00
## angry 0.87 0.09 -0.05 0.00 -0.04 0.00 0.01 0.09 0.09 0.00
## calm 0.55 0.16 0.10 0.04 0.04 -0.02 0.22 0.15 0.20 -0.14
## sounds -0.08 0.43 0.26 0.33 0.26 0.14 -0.18 0.17 0.12 -0.30
## seeing 0.14 0.35 0.43 0.31 0.30 0.17 -0.11 0.13 0.16 0.02
## temperature 0.03 0.27 0.33 0.28 0.36 0.19 -0.15 0.05 0.15 -0.04
## odors 0.15 0.29 0.26 0.26 0.34 0.13 -0.13 0.01 0.07 0.11
## depth 0.06 0.28 0.23 0.26 0.23 0.21 -0.24 0.02 0.12 0.04
## computations -0.19 0.32 0.28 0.26 0.23 0.28 -0.19 0.07 0.15 -0.34
## thoughts 0.58 0.10 0.17 0.09 -0.04 0.11 0.34 0.12 0.15 -0.01
## reasoning 0.26 0.31 0.29 0.27 0.13 0.17 0.00 0.05 0.12 0.24
## remembering 0.04 0.35 0.34 0.36 0.29 0.20 -0.08 0.10 0.12 -0.16
## beliefs 0.65 0.15 0.03 0.14 -0.02 0.20 0.08 -0.10 0.09 -0.07
## hungry 0.87 0.06 -0.06 -0.03 0.15 -0.13 -0.01 -0.36 0.05 0.00
## tired 0.80 0.23 0.00 -0.15 -0.03 -0.02 0.00 -0.04 0.18 -0.01
## pain 0.87 -0.12 -0.01 0.06 0.07 -0.06 0.02 -0.31 0.02 -0.01
## nauseated 0.86 -0.01 0.20 0.01 -0.21 0.01 0.00 -0.38 0.00 0.00
## safe 0.71 0.17 0.03 -0.05 0.08 -0.11 0.17 0.15 0.13 0.03
## love 0.89 -0.03 -0.04 0.14 0.00 -0.14 0.02 0.18 0.00 0.01
## recognizing 0.16 0.35 0.32 0.27 0.31 0.18 -0.08 0.09 0.12 -0.05
## communicating 0.08 0.31 0.35 0.32 0.27 0.25 -0.10 0.11 0.10 -0.11
## guilt 0.90 -0.17 0.03 0.10 -0.05 0.14 -0.02 0.15 -0.20 -0.02
## disrespected 0.88 -0.04 0.07 -0.13 0.16 -0.07 0.01 0.10 -0.05 -0.01
## free_will 0.52 0.06 0.01 0.16 -0.06 0.14 0.24 -0.02 -0.01 -0.04
## choices 0.11 0.34 0.24 0.38 0.24 0.14 0.02 0.10 0.20 0.06
## self_restraint 0.39 0.16 0.16 0.26 0.06 0.13 0.11 0.06 0.16 0.15
## intentions 0.48 0.23 0.13 0.15 0.07 0.16 0.20 0.10 0.07 0.03
## goal 0.13 0.33 0.37 0.32 0.30 0.16 0.10 0.17 0.14 0.01
## conscious 0.62 0.14 -0.01 0.12 -0.04 0.00 0.54 0.12 0.08 -0.09
## self_aware 0.52 0.22 0.12 0.16 0.02 0.14 0.33 0.20 0.00 0.03
## desires 0.84 -0.03 -0.09 -0.04 -0.08 0.26 -0.02 -0.01 0.35 0.00
## embarrassed 0.86 0.18 -0.01 -0.06 -0.11 -0.07 -0.01 0.05 -0.38 0.01
## emo_recog 0.56 0.15 0.18 0.15 0.20 0.11 -0.06 0.05 0.15 0.47
## joy 0.88 -0.12 0.17 -0.16 0.05 0.05 0.00 0.27 0.04 0.00
## morality 0.44 0.16 0.18 0.21 0.10 0.20 0.04 0.10 0.15 0.47
## personality 0.52 -0.01 0.29 0.14 0.06 0.18 0.11 0.15 0.11 0.13
## pleasure 0.86 -0.06 -0.01 0.06 -0.08 -0.32 -0.04 0.20 0.19 0.00
## pride 0.93 0.10 -0.09 0.02 -0.03 0.08 -0.03 0.06 -0.08 -0.01
## MR7 MR20 MR4 MR5 MR21 MR23 MR22 MR8 MR25 MR24
## happy -0.05 0.01 0.23 -0.35 0.00 0.00 0.01 0.14 0.00 -0.01
## depressed 0.07 -0.01 0.01 -0.08 0.00 0.00 0.00 -0.01 0.00 0.01
## fear -0.02 0.00 -0.06 -0.17 0.00 0.01 0.00 -0.24 0.00 0.00
## angry -0.02 0.00 -0.38 0.06 0.00 0.00 0.00 0.19 0.00 0.00
## calm 0.05 -0.12 0.13 -0.21 -0.06 -0.09 -0.14 0.15 0.28 0.23
## sounds 0.08 0.06 0.03 0.05 0.20 -0.10 0.01 0.17 -0.02 -0.04
## seeing 0.11 -0.37 0.02 0.08 -0.25 0.03 -0.15 0.06 -0.12 0.00
## temperature 0.10 0.27 0.00 0.05 -0.07 0.03 -0.08 0.04 -0.02 0.04
## odors 0.24 0.50 -0.09 0.03 -0.28 0.06 -0.08 0.03 0.05 0.04
## depth 0.16 0.24 -0.05 0.11 0.05 0.17 0.05 -0.02 -0.15 0.09
## computations 0.10 0.05 0.00 0.11 0.34 0.09 0.01 0.15 -0.01 0.15
## thoughts 0.20 0.02 0.12 -0.07 -0.06 0.07 0.28 -0.07 -0.07 0.02
## reasoning 0.20 0.04 0.05 0.08 -0.01 -0.08 -0.04 -0.06 0.27 0.06
## remembering 0.05 -0.13 0.06 0.04 0.07 0.02 0.01 0.08 0.16 -0.14
## beliefs 0.01 -0.08 0.00 -0.02 -0.14 -0.19 0.21 0.03 0.19 0.14
## hungry -0.07 0.00 -0.04 -0.12 0.00 0.00 0.00 0.01 0.00 0.00
## tired -0.11 0.00 -0.25 0.04 0.01 0.01 0.00 -0.27 0.01 -0.01
## pain 0.13 0.01 -0.19 0.16 0.00 0.00 0.00 0.01 0.00 -0.01
## nauseated -0.09 0.00 0.07 0.04 0.00 0.00 0.00 -0.05 0.00 0.00
## safe 0.03 0.00 0.03 0.01 0.02 -0.20 0.02 -0.13 -0.20 0.31
## love -0.26 0.00 0.08 0.17 0.00 0.00 0.00 0.07 0.00 0.00
## recognizing 0.14 -0.04 0.03 0.10 -0.06 -0.08 0.04 0.05 -0.06 -0.02
## communicating 0.23 -0.13 0.03 0.01 0.00 -0.12 0.05 0.06 -0.07 -0.22
## guilt 0.01 0.01 -0.11 -0.05 0.00 -0.01 0.00 -0.07 0.00 0.00
## disrespected 0.05 0.00 0.18 0.30 0.00 0.00 0.00 -0.06 0.00 0.00
## free_will 0.16 -0.12 0.00 0.05 -0.10 0.46 0.01 0.00 0.05 0.15
## choices 0.19 -0.11 0.04 0.06 0.05 -0.12 0.09 0.07 0.17 -0.06
## self_restraint 0.21 -0.04 -0.02 -0.06 -0.11 -0.07 0.26 -0.06 -0.02 0.05
## intentions 0.17 -0.02 0.13 0.10 -0.03 0.09 0.41 0.06 0.04 -0.04
## goal 0.19 0.02 -0.02 0.01 -0.13 -0.09 0.06 0.13 -0.08 -0.04
## conscious 0.20 0.08 0.23 -0.10 0.04 -0.03 -0.16 -0.03 -0.02 -0.08
## self_aware 0.17 0.11 0.17 0.02 0.09 0.04 0.08 0.02 -0.03 -0.09
## desires 0.11 0.00 0.17 0.13 0.00 0.00 -0.01 0.09 0.00 0.00
## embarrassed 0.16 0.00 0.05 0.00 0.00 0.00 0.00 0.11 0.00 0.00
## emo_recog 0.12 -0.01 0.05 0.01 0.23 -0.04 -0.07 -0.06 0.04 0.02
## joy -0.09 0.01 -0.13 -0.13 0.00 0.00 0.00 0.09 0.00 0.00
## morality 0.20 -0.01 0.07 0.05 0.16 -0.05 0.02 -0.04 -0.03 -0.08
## personality 0.13 -0.19 -0.06 -0.03 0.17 0.25 -0.08 0.16 0.01 0.10
## pleasure 0.20 0.00 0.04 -0.09 0.00 0.00 0.00 -0.09 0.00 0.00
## pride -0.12 0.01 0.14 0.11 -0.01 0.00 0.00 -0.05 0.00 0.00
## MR26 MR14 MR27 MR29 MR28 MR17 MR13 MR15 MR30 MR31
## happy 0.00 -0.10 0.00 0.00 0.00 0.06 0.08 -0.04 0.00 0.00
## depressed 0.00 0.06 0.00 0.00 0.00 -0.12 0.05 0.04 0.00 0.00
## fear 0.00 -0.14 0.00 0.00 0.00 -0.06 -0.03 -0.01 0.00 0.00
## angry 0.00 -0.09 0.00 0.00 0.00 0.00 -0.07 0.06 0.00 0.00
## calm 0.20 0.02 0.04 0.01 0.04 0.10 -0.02 0.02 0.01 0.03
## sounds -0.04 0.07 -0.10 -0.04 0.16 -0.13 0.09 -0.04 -0.08 0.06
## seeing -0.01 0.06 0.03 0.01 -0.02 0.02 0.06 -0.05 -0.03 -0.07
## temperature 0.18 -0.01 0.02 -0.15 0.19 -0.14 0.03 -0.01 0.03 0.07
## odors -0.09 0.03 -0.03 0.02 -0.05 -0.05 -0.06 -0.09 0.03 0.01
## depth 0.22 0.04 0.18 0.19 -0.11 0.02 0.06 0.00 -0.18 -0.01
## computations -0.06 0.07 0.02 -0.03 -0.11 -0.11 -0.04 0.09 0.02 -0.14
## thoughts -0.08 0.21 0.11 -0.12 -0.02 0.04 0.00 0.06 -0.16 0.12
## reasoning -0.16 0.03 0.16 -0.11 -0.04 0.01 0.03 0.03 0.02 -0.11
## remembering -0.08 0.12 -0.07 0.15 0.03 0.01 0.04 0.04 0.00 0.13
## beliefs -0.06 0.06 0.02 0.13 -0.08 -0.03 -0.01 -0.09 -0.09 0.00
## hungry 0.00 0.11 0.00 0.00 0.00 0.02 -0.18 -0.01 0.00 0.00
## tired 0.00 0.11 0.00 0.00 0.00 0.05 0.17 -0.16 0.00 0.00
## pain 0.00 -0.04 0.00 0.00 0.00 0.03 0.16 0.00 0.00 0.00
## nauseated 0.00 -0.04 0.00 0.00 0.00 -0.04 -0.04 0.03 0.00 0.00
## safe -0.07 -0.09 -0.06 0.01 0.01 0.12 0.12 0.02 0.07 0.05
## love 0.00 0.02 0.00 0.00 0.00 -0.06 0.03 -0.10 0.00 0.00
## recognizing -0.01 0.09 -0.11 0.25 0.08 -0.08 0.01 0.06 0.00 0.09
## communicating 0.02 0.08 0.02 -0.08 -0.24 -0.05 0.01 0.01 0.15 0.12
## guilt 0.00 0.04 0.00 0.00 0.00 0.11 -0.09 -0.07 0.00 0.00
## disrespected 0.00 -0.10 0.00 0.00 0.00 0.02 -0.07 -0.01 0.00 0.00
## free_will -0.11 0.07 -0.24 -0.03 -0.03 0.01 -0.03 0.07 0.05 0.04
## choices -0.09 0.15 0.01 -0.10 0.04 -0.03 0.02 -0.02 -0.01 0.02
## self_restraint 0.02 -0.03 0.05 0.02 -0.01 0.01 -0.04 -0.07 0.11 -0.07
## intentions 0.23 -0.02 -0.17 0.02 0.02 0.03 -0.07 0.07 0.06 -0.13
## goal 0.13 0.06 -0.02 -0.16 0.09 0.03 -0.01 -0.04 0.02 -0.09
## conscious 0.02 0.18 -0.03 0.02 -0.04 0.00 -0.04 0.08 -0.04 -0.03
## self_aware -0.03 0.09 0.20 0.14 0.07 0.02 -0.08 0.08 0.22 0.01
## desires 0.00 0.04 0.00 0.00 0.00 -0.01 -0.03 -0.07 0.00 0.00
## embarrassed 0.00 0.01 0.00 0.00 0.00 -0.01 0.01 -0.08 0.00 0.00
## emo_recog 0.11 -0.05 -0.10 -0.02 -0.13 0.13 0.03 0.11 -0.02 0.08
## joy 0.00 0.09 0.00 0.00 0.00 -0.03 0.05 0.05 0.00 0.00
## morality -0.14 0.10 -0.05 0.05 0.14 0.08 0.09 0.01 -0.06 -0.13
## personality 0.00 0.01 0.16 0.00 0.12 0.19 0.05 0.07 0.04 0.08
## pleasure 0.00 0.05 0.00 0.00 0.00 -0.02 -0.01 0.06 0.00 0.00
## pride 0.00 0.05 0.00 0.00 0.00 0.07 0.06 0.19 0.00 0.00
## MR32 MR16 MR33 MR34 MR35 MR36 MR37 MR38 MR39 h2
## happy 0.00 0.05 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.00 0.13 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## fear 0.00 -0.10 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## angry 0.00 0.07 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## calm -0.03 0.04 -0.01 0.02 -0.10 0.00 0.05 0.04 -0.03 0.81
## sounds 0.07 0.06 -0.16 0.00 0.03 0.02 0.03 -0.01 -0.03 0.82
## seeing 0.02 -0.06 -0.05 0.03 -0.02 -0.01 -0.03 -0.01 0.00 0.89
## temperature -0.04 0.00 0.08 0.14 -0.01 0.07 -0.08 -0.02 0.05 0.74
## odors -0.06 0.07 -0.05 -0.02 0.01 -0.03 0.02 0.00 -0.02 0.86
## depth 0.10 0.05 0.03 0.02 0.03 -0.05 0.05 0.03 0.00 0.72
## computations -0.05 -0.02 0.04 -0.01 -0.03 0.02 -0.03 0.01 0.01 0.85
## thoughts -0.01 -0.07 0.00 -0.01 -0.08 0.01 -0.01 0.00 -0.01 0.84
## reasoning 0.18 0.00 0.01 -0.02 -0.03 0.03 0.07 -0.09 0.03 0.71
## remembering -0.08 0.00 0.01 -0.07 -0.10 -0.12 -0.06 -0.02 0.06 0.74
## beliefs -0.10 -0.09 0.01 0.04 0.12 0.06 -0.08 -0.02 -0.02 0.79
## hungry 0.00 -0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## tired 0.00 0.14 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## pain 0.00 -0.09 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## nauseated 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## safe 0.01 -0.02 0.01 0.02 0.00 -0.05 0.01 -0.01 0.01 0.88
## love 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## recognizing 0.08 0.00 0.16 -0.07 -0.01 0.13 0.08 -0.01 0.01 0.71
## communicating -0.08 0.09 0.03 0.07 0.01 0.02 0.08 0.00 -0.02 0.78
## guilt 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## disrespected 0.00 0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## free_will 0.08 0.06 0.03 0.02 0.01 0.04 0.00 0.03 -0.01 0.77
## choices 0.15 -0.01 0.10 0.07 0.13 -0.12 0.00 0.09 0.02 0.70
## self_restraint -0.03 -0.02 -0.20 -0.07 0.00 0.10 0.03 0.10 0.11 0.61
## intentions 0.00 -0.06 -0.04 0.05 0.00 -0.06 0.03 -0.06 0.00 0.77
## goal -0.03 0.08 0.10 -0.21 0.03 -0.01 -0.03 0.01 -0.03 0.76
## conscious -0.01 0.04 -0.01 0.01 0.02 0.00 0.00 0.00 0.01 0.94
## self_aware 0.10 -0.02 -0.03 0.01 -0.03 0.01 -0.09 0.01 -0.05 0.79
## desires 0.00 -0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## embarrassed 0.00 -0.07 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## emo_recog 0.03 -0.01 -0.03 -0.03 0.00 0.03 -0.06 0.00 -0.01 0.87
## joy 0.00 -0.08 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## morality -0.12 0.03 0.04 0.08 -0.06 0.01 0.04 0.03 -0.02 0.81
## personality -0.13 0.06 -0.02 -0.04 0.12 -0.01 0.05 -0.03 0.01 0.80
## pleasure 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## pride 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## u2 com
## happy 0.0051 1.7
## depressed 0.0053 1.4
## fear 0.0050 1.4
## angry 0.0050 1.7
## calm 0.1934 5.9
## sounds 0.1754 9.9
## seeing 0.1117 8.3
## temperature 0.2575 10.5
## odors 0.1443 7.3
## depth 0.2792 15.5
## computations 0.1506 12.0
## thoughts 0.1555 5.0
## reasoning 0.2914 12.3
## remembering 0.2580 9.6
## beliefs 0.2140 3.3
## hungry 0.0054 1.7
## tired 0.0112 2.3
## pain 0.0050 1.7
## nauseated 0.0050 1.7
## safe 0.1218 2.8
## love 0.0051 1.6
## recognizing 0.2903 10.3
## communicating 0.2176 11.5
## guilt 0.0051 1.5
## disrespected 0.0051 1.6
## free_will 0.2290 4.7
## choices 0.2996 10.3
## self_restraint 0.3929 9.3
## intentions 0.2261 6.6
## goal 0.2445 10.1
## conscious 0.0648 3.6
## self_aware 0.2098 6.3
## desires 0.0050 1.9
## embarrassed 0.0050 1.7
## emo_recog 0.1347 4.7
## joy 0.0058 1.6
## morality 0.1943 6.8
## personality 0.1958 6.8
## pleasure 0.0050 1.8
## pride 0.0050 1.3
##
## MR1 MR9 MR11 MR12 MR10 MR6 MR18 MR2 MR3 MR19
## SS loadings 16.18 1.78 1.54 1.49 1.14 0.95 0.95 0.90 0.85 0.84
## Proportion Var 0.40 0.04 0.04 0.04 0.03 0.02 0.02 0.02 0.02 0.02
## Cumulative Var 0.40 0.45 0.49 0.52 0.55 0.58 0.60 0.62 0.64 0.67
## Proportion Explained 0.46 0.05 0.04 0.04 0.03 0.03 0.03 0.03 0.02 0.02
## Cumulative Proportion 0.46 0.52 0.56 0.60 0.64 0.66 0.69 0.72 0.74 0.76
## MR7 MR20 MR4 MR5 MR21 MR23 MR22 MR8 MR25 MR24
## SS loadings 0.82 0.67 0.58 0.52 0.50 0.49 0.48 0.42 0.35 0.34
## Proportion Var 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.69 0.70 0.72 0.73 0.74 0.75 0.77 0.78 0.79 0.79
## Proportion Explained 0.02 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.79 0.81 0.82 0.84 0.85 0.87 0.88 0.89 0.90 0.91
## MR26 MR14 MR27 MR29 MR28 MR17 MR13 MR15 MR30 MR31
## SS loadings 0.30 0.28 0.27 0.26 0.23 0.20 0.19 0.18 0.17 0.16
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00
## Cumulative Var 0.80 0.81 0.82 0.82 0.83 0.83 0.84 0.84 0.85 0.85
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00
## Cumulative Proportion 0.92 0.93 0.94 0.94 0.95 0.96 0.96 0.97 0.97 0.98
## MR32 MR16 MR33 MR34 MR35 MR36 MR37 MR38 MR39
## SS loadings 0.16 0.14 0.13 0.10 0.08 0.08 0.06 0.04 0.03
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.85 0.86 0.86 0.86 0.87 0.87 0.87 0.87 0.87
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.98 0.99 0.99 0.99 0.99 1.00 1.00 1.00 1.00
##
## Mean item complexity = 5.5
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 38.55 with Chi Square of 7279.24
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 204 with the empirical chi square 0 with prob < NA
## The total number of observations was 204 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.142
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR9 MR11 MR12 MR10
## Correlation of scores with factors 1 0.99 0.98 0.98 0.99
## Multiple R square of scores with factors 1 0.97 0.97 0.96 0.97
## Minimum correlation of possible factor scores 1 0.95 0.93 0.92 0.94
## MR6 MR18 MR2 MR3 MR19
## Correlation of scores with factors 0.99 0.95 1.00 0.99 0.92
## Multiple R square of scores with factors 0.98 0.90 0.99 0.99 0.84
## Minimum correlation of possible factor scores 0.97 0.80 0.98 0.98 0.68
## MR7 MR20 MR4 MR5 MR21
## Correlation of scores with factors 0.99 0.90 0.99 0.99 0.87
## Multiple R square of scores with factors 0.98 0.81 0.99 0.99 0.76
## Minimum correlation of possible factor scores 0.96 0.62 0.97 0.97 0.53
## MR23 MR22 MR8 MR25 MR24
## Correlation of scores with factors 0.84 0.85 0.99 0.80 0.82
## Multiple R square of scores with factors 0.71 0.72 0.98 0.63 0.67
## Minimum correlation of possible factor scores 0.41 0.44 0.95 0.27 0.35
## MR26 MR14 MR27 MR29 MR28
## Correlation of scores with factors 0.76 0.97 0.75 0.72 0.73
## Multiple R square of scores with factors 0.58 0.95 0.56 0.51 0.54
## Minimum correlation of possible factor scores 0.16 0.90 0.12 0.02 0.07
## MR17 MR13 MR15 MR30 MR31
## Correlation of scores with factors 0.96 0.98 0.97 0.68 0.68
## Multiple R square of scores with factors 0.91 0.96 0.95 0.46 0.46
## Minimum correlation of possible factor scores 0.83 0.91 0.89 -0.08 -0.09
## MR32 MR16 MR33 MR34
## Correlation of scores with factors 0.64 0.97 0.59 0.55
## Multiple R square of scores with factors 0.41 0.94 0.35 0.30
## Minimum correlation of possible factor scores -0.18 0.87 -0.31 -0.40
## MR35 MR36 MR37 MR38
## Correlation of scores with factors 0.53 0.48 0.47 0.34
## Multiple R square of scores with factors 0.28 0.23 0.22 0.11
## Minimum correlation of possible factor scores -0.44 -0.53 -0.56 -0.77
## MR39
## Correlation of scores with factors 0.30
## Multiple R square of scores with factors 0.09
## Minimum correlation of possible factor scores -0.82
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d1_robot, nfactors = nfactors_d1_robot, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.89 -0.02 0.78 0.22 1.0
## depressed 0.89 -0.11 0.76 0.24 1.0
## fear 0.92 -0.02 0.84 0.16 1.0
## angry 0.88 -0.01 0.77 0.23 1.0
## calm 0.61 0.13 0.42 0.58 1.1
## sounds -0.15 0.64 0.39 0.61 1.1
## seeing -0.02 0.73 0.53 0.47 1.0
## temperature -0.09 0.71 0.48 0.52 1.0
## odors 0.01 0.54 0.29 0.71 1.0
## depth 0.04 0.64 0.42 0.58 1.0
## computations -0.22 0.58 0.33 0.67 1.3
## thoughts 0.57 0.26 0.46 0.54 1.4
## reasoning 0.21 0.62 0.48 0.52 1.2
## remembering -0.04 0.70 0.49 0.51 1.0
## beliefs 0.70 0.13 0.54 0.46 1.1
## hungry 0.70 0.02 0.49 0.51 1.0
## tired 0.76 0.09 0.62 0.38 1.0
## pain 0.81 0.01 0.65 0.35 1.0
## nauseated 0.86 -0.13 0.71 0.29 1.0
## safe 0.74 0.08 0.57 0.43 1.0
## love 0.95 -0.06 0.88 0.12 1.0
## recognizing -0.04 0.79 0.62 0.38 1.0
## communicating 0.04 0.66 0.45 0.55 1.0
## guilt 0.81 -0.04 0.65 0.35 1.0
## disrespected 0.79 -0.04 0.61 0.39 1.0
## free_will 0.75 0.09 0.60 0.40 1.0
## choices 0.07 0.64 0.44 0.56 1.0
## self_restraint 0.39 0.36 0.34 0.66 2.0
## intentions 0.46 0.28 0.35 0.65 1.7
## goal 0.01 0.64 0.41 0.59 1.0
## conscious 0.66 0.09 0.47 0.53 1.0
## self_aware 0.59 0.23 0.46 0.54 1.3
## desires 0.75 0.08 0.59 0.41 1.0
## embarrassed 0.96 -0.10 0.90 0.10 1.0
## emo_recog 0.52 0.37 0.49 0.51 1.8
## joy 0.87 -0.02 0.75 0.25 1.0
## morality 0.44 0.37 0.41 0.59 1.9
## personality 0.53 0.39 0.52 0.48 1.8
## pleasure 0.95 -0.06 0.88 0.12 1.0
## pride 0.90 -0.03 0.79 0.21 1.0
##
## MR1 MR2
## SS loadings 16.30 6.33
## Proportion Var 0.41 0.16
## Cumulative Var 0.41 0.57
## Proportion Explained 0.72 0.28
## Cumulative Proportion 0.72 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.21
## MR2 0.21 1.00
##
## Mean item complexity = 1.2
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 39 with Chi Square of 7403.31
## The degrees of freedom for the model are 701 and the objective function was 8.85
##
## The root mean square of the residuals (RMSR) is 0.05
## The df corrected root mean square of the residuals is 0.05
##
## The harmonic number of observations is 205 with the empirical chi square 717.63 with prob < 0.32
## The total number of observations was 205 with MLE Chi Square = 1667.76 with prob < 1.6e-80
##
## Tucker Lewis Index of factoring reliability = 0.836
## RMSEA index = 0.088 and the 90 % confidence intervals are 0.077 NA
## BIC = -2063.67
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 1.00 0.97
## Multiple R square of scores with factors 0.99 0.94
## Minimum correlation of possible factor scores 0.98 0.87
back to TOC
Factor 1
Study 1, ROBOT condition: Rotated Factor 1
| embarrassed |
0.9641037 |
| pleasure |
0.9472343 |
| love |
0.9468109 |
| fear |
0.9186321 |
| pride |
0.8961650 |
| happy |
0.8884707 |
| depressed |
0.8861983 |
| angry |
0.8801143 |
| joy |
0.8722513 |
| nauseated |
0.8587571 |
| guilt |
0.8137563 |
| pain |
0.8070472 |
| disrespected |
0.7866940 |
| tired |
0.7636259 |
| free_will |
0.7528521 |
| desires |
0.7489788 |
| safe |
0.7358679 |
| hungry |
0.6985322 |
| beliefs |
0.6973072 |
| conscious |
0.6566758 |
| calm |
0.6100252 |
| self_aware |
0.5905387 |
| thoughts |
0.5728410 |
| personality |
0.5299597 |
| emo_recog |
0.5173974 |
| intentions |
0.4623337 |
| morality |
0.4430973 |
| self_restraint |
0.3930128 |
| reasoning |
0.2074653 |
| choices |
0.0715817 |
| depth |
0.0418538 |
| communicating |
0.0404534 |
| goal |
0.0129035 |
| odors |
0.0087600 |
| seeing |
-0.0222526 |
| remembering |
-0.0392736 |
| recognizing |
-0.0431046 |
| temperature |
-0.0895492 |
| sounds |
-0.1470091 |
| computations |
-0.2151674 |
Factor 2
Study 1, ROBOT condition: Rotated Factor 2
| recognizing |
0.7937630 |
| seeing |
0.7316885 |
| temperature |
0.7069351 |
| remembering |
0.7047323 |
| communicating |
0.6634524 |
| choices |
0.6449227 |
| sounds |
0.6426030 |
| goal |
0.6389682 |
| depth |
0.6377965 |
| reasoning |
0.6208181 |
| computations |
0.5765235 |
| odors |
0.5351102 |
| personality |
0.3922183 |
| morality |
0.3720688 |
| emo_recog |
0.3695686 |
| self_restraint |
0.3567544 |
| intentions |
0.2826026 |
| thoughts |
0.2590255 |
| self_aware |
0.2300412 |
| beliefs |
0.1344118 |
| calm |
0.1272897 |
| conscious |
0.0910407 |
| tired |
0.0874804 |
| free_will |
0.0860418 |
| safe |
0.0814668 |
| desires |
0.0813625 |
| hungry |
0.0159091 |
| pain |
0.0088341 |
| angry |
-0.0103937 |
| joy |
-0.0181458 |
| fear |
-0.0223205 |
| happy |
-0.0223783 |
| pride |
-0.0321841 |
| guilt |
-0.0404905 |
| disrespected |
-0.0406588 |
| pleasure |
-0.0575347 |
| love |
-0.0579180 |
| embarrassed |
-0.1023760 |
| depressed |
-0.1136898 |
| nauseated |
-0.1340358 |
EFA: ALL conditions
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d1_all, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR4 MR6 MR3 MR10 MR7 MR11 MR12 MR8
## happy 0.89 0.22 -0.06 -0.02 0.28 0.00 -0.03 -0.01 0.00 0.00
## depressed 0.77 0.36 0.01 -0.01 -0.03 -0.19 0.11 -0.06 0.04 0.20
## fear 0.80 -0.28 0.13 -0.02 -0.07 0.06 0.10 0.25 -0.14 -0.02
## angry 0.80 0.09 0.09 0.00 0.02 -0.07 0.14 0.04 -0.03 0.09
## calm 0.75 -0.06 0.15 0.08 0.05 0.07 0.11 0.11 -0.09 0.08
## sounds 0.06 0.01 0.44 0.33 0.19 -0.11 -0.23 0.19 0.15 0.00
## seeing 0.28 -0.21 0.49 0.31 0.07 -0.02 -0.25 0.09 0.30 -0.04
## temperature 0.17 -0.09 0.51 0.39 0.10 -0.07 -0.19 0.18 0.16 -0.06
## odors 0.37 -0.23 0.29 0.30 0.07 -0.02 -0.14 0.10 0.22 0.02
## depth 0.19 0.10 0.44 0.34 0.13 -0.03 -0.11 0.03 0.15 -0.07
## computations -0.44 0.67 0.40 0.19 0.09 -0.20 -0.10 -0.04 -0.24 -0.02
## thoughts 0.73 0.12 0.19 0.06 0.10 0.22 0.07 -0.15 -0.07 0.05
## reasoning 0.27 0.45 0.42 0.27 0.06 0.25 -0.15 -0.15 0.01 -0.03
## remembering -0.01 0.34 0.54 0.36 0.16 0.03 -0.14 0.05 0.01 -0.06
## beliefs 0.54 0.49 0.07 0.12 -0.19 0.13 0.02 -0.22 -0.04 0.07
## hungry 0.74 -0.62 -0.15 0.18 -0.09 -0.02 -0.03 -0.01 -0.02 0.01
## tired 0.79 -0.33 0.10 0.10 -0.01 -0.06 0.10 0.13 0.01 -0.03
## pain 0.80 -0.53 0.18 -0.17 -0.12 -0.01 -0.05 -0.02 0.00 0.01
## nauseated 0.81 0.00 0.08 0.02 0.04 -0.17 0.11 0.09 0.00 0.03
## safe 0.77 -0.12 0.09 0.06 0.05 0.14 0.10 0.26 -0.12 -0.01
## love 0.79 0.41 0.02 -0.01 -0.03 0.02 0.11 0.08 0.03 0.30
## recognizing -0.01 0.47 0.53 0.38 0.17 0.01 -0.11 -0.02 0.20 0.01
## communicating 0.13 0.22 0.52 0.33 0.07 0.07 -0.11 0.00 0.09 0.01
## guilt 0.68 0.41 -0.02 0.05 -0.12 -0.06 0.02 -0.16 -0.05 0.23
## disrespected 0.66 0.42 0.03 0.09 -0.24 -0.15 0.16 -0.03 0.06 0.22
## free_will 0.76 -0.14 0.08 0.06 0.04 0.19 0.13 0.06 -0.11 0.08
## choices 0.32 0.05 0.45 0.35 0.10 0.26 -0.03 0.00 0.03 -0.03
## self_restraint 0.51 0.27 0.21 0.19 0.06 0.21 0.03 -0.11 -0.09 0.19
## intentions 0.62 -0.03 0.21 0.16 0.08 0.21 0.11 0.03 -0.12 0.00
## goal 0.19 0.15 0.47 0.37 0.13 0.07 0.01 -0.01 0.11 -0.06
## conscious 0.76 -0.15 0.14 0.00 0.01 0.11 0.05 -0.05 -0.01 0.04
## self_aware 0.70 0.06 0.20 0.08 0.05 0.11 0.10 -0.14 -0.04 0.05
## desires 0.77 -0.11 0.12 0.06 0.02 0.16 0.19 -0.04 -0.10 -0.02
## embarrassed 0.69 0.57 -0.04 0.00 -0.44 0.01 -0.04 0.01 0.00 -0.05
## emo_recog 0.47 0.50 0.20 0.19 -0.13 0.20 0.00 -0.16 0.02 0.09
## joy 0.88 0.28 -0.04 -0.03 0.28 -0.01 -0.03 0.00 0.00 -0.04
## morality 0.34 0.49 0.23 0.16 -0.03 0.24 -0.09 -0.09 -0.14 0.12
## personality 0.58 0.37 0.23 0.14 0.01 0.12 -0.01 -0.09 -0.02 0.16
## pleasure 0.84 -0.11 0.16 0.05 0.01 -0.04 0.41 -0.06 0.04 -0.19
## pride 0.73 0.46 0.02 0.05 -0.16 0.01 0.08 -0.08 -0.02 0.13
## MR9 MR18 MR15 MR14 MR13 MR20 MR21 MR16 MR22 MR19
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## depressed 0.12 -0.05 0.00 0.24 0.02 0.00 0.04 -0.06 0.04 0.16
## fear 0.13 -0.01 -0.02 -0.03 -0.10 0.01 -0.01 -0.23 0.00 -0.01
## angry 0.08 0.06 -0.03 0.07 -0.01 0.00 -0.06 -0.09 -0.07 -0.05
## calm 0.09 0.00 0.10 0.05 -0.02 0.06 0.02 0.10 0.08 -0.01
## sounds -0.01 0.18 0.10 -0.03 -0.11 0.20 -0.12 0.03 0.19 0.01
## seeing -0.04 0.11 -0.09 0.03 -0.16 -0.01 0.13 -0.05 -0.22 0.02
## temperature -0.10 0.25 -0.02 -0.01 -0.10 -0.14 -0.12 -0.01 0.12 0.15
## odors 0.02 0.15 0.03 0.07 -0.09 0.15 0.00 -0.01 0.00 0.05
## depth -0.07 0.11 0.05 -0.01 0.04 -0.09 -0.03 0.02 0.01 -0.01
## computations -0.12 -0.01 -0.01 -0.01 -0.01 0.00 0.01 0.01 -0.01 -0.01
## thoughts 0.05 0.09 0.04 0.09 -0.02 0.02 0.00 -0.11 -0.07 0.02
## reasoning 0.04 -0.19 0.00 0.12 0.07 -0.05 -0.27 -0.06 0.01 0.02
## remembering 0.03 -0.08 0.00 0.04 0.00 -0.07 0.04 0.09 -0.03 0.05
## beliefs 0.08 0.15 0.06 -0.12 -0.02 0.00 -0.10 -0.01 -0.17 0.05
## hungry -0.02 -0.01 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 0.00
## tired 0.07 0.01 -0.04 -0.07 0.36 0.04 0.00 -0.01 -0.05 0.02
## pain -0.01 0.00 0.00 -0.01 0.00 0.00 0.00 0.01 0.00 0.00
## nauseated 0.25 0.08 0.15 0.21 0.04 -0.05 -0.07 0.11 -0.04 -0.16
## safe 0.10 -0.10 0.19 -0.08 -0.10 -0.04 0.06 0.18 -0.04 0.17
## love -0.25 -0.01 0.01 -0.01 0.02 -0.01 -0.01 0.00 0.00 -0.03
## recognizing 0.12 -0.21 0.12 -0.04 0.02 0.12 0.07 -0.03 0.05 -0.15
## communicating 0.00 -0.12 0.07 -0.10 -0.04 -0.03 0.14 0.00 -0.03 -0.11
## guilt 0.12 0.08 0.01 -0.07 0.00 0.06 0.11 -0.03 0.01 0.07
## disrespected 0.26 -0.03 -0.16 -0.20 -0.11 -0.02 -0.06 0.09 0.01 -0.02
## free_will 0.00 -0.01 -0.21 0.20 -0.13 0.16 -0.02 0.15 -0.04 -0.03
## choices 0.00 -0.13 -0.13 0.16 0.03 -0.19 0.03 0.10 -0.02 0.10
## self_restraint 0.17 0.12 0.04 -0.07 0.10 0.14 0.08 0.09 -0.05 0.07
## intentions 0.09 0.11 -0.16 -0.05 0.18 -0.11 0.03 0.08 0.20 0.02
## goal 0.04 0.00 -0.28 0.04 0.09 -0.16 0.14 -0.07 0.03 0.02
## conscious 0.07 0.12 0.06 0.06 0.05 0.04 0.09 0.05 0.10 -0.05
## self_aware 0.02 0.04 -0.05 0.02 0.00 0.13 0.08 -0.08 0.17 -0.07
## desires 0.04 0.09 -0.05 0.06 -0.01 -0.15 0.09 0.01 0.01 -0.20
## embarrassed -0.01 0.00 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00
## emo_recog 0.05 0.10 0.13 0.00 0.03 0.04 -0.01 -0.07 -0.02 -0.03
## joy 0.00 0.00 -0.01 -0.01 -0.01 0.00 0.00 0.00 0.00 0.00
## morality -0.01 0.07 0.15 -0.12 0.07 0.03 -0.06 0.10 0.05 0.12
## personality 0.05 -0.05 -0.08 -0.01 0.06 0.09 -0.13 -0.13 -0.07 0.02
## pleasure -0.09 0.00 0.02 -0.02 -0.03 0.01 -0.01 0.00 0.00 0.02
## pride 0.11 -0.01 0.13 -0.05 -0.04 -0.10 0.03 -0.08 0.02 -0.01
## MR17 MR24 MR5 MR23 MR25 MR27 MR26 MR28 MR29 MR30
## happy 0.00 0.00 -0.27 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## depressed 0.04 0.00 0.06 -0.07 -0.01 -0.01 -0.04 0.03 -0.02 0.00
## fear 0.06 -0.01 -0.07 0.01 -0.02 -0.01 0.00 -0.03 0.00 0.00
## angry -0.07 0.02 -0.05 -0.07 0.11 0.06 0.04 0.04 0.15 0.04
## calm 0.04 0.06 -0.02 0.03 0.07 -0.11 0.04 -0.02 -0.07 0.08
## sounds -0.12 -0.07 -0.03 -0.02 0.00 -0.01 0.02 0.16 0.11 0.05
## seeing -0.01 0.19 -0.06 0.02 -0.01 0.00 -0.06 -0.03 -0.04 0.06
## temperature -0.06 -0.11 -0.03 -0.08 0.00 0.07 -0.03 -0.10 -0.07 -0.04
## odors 0.00 -0.12 -0.03 0.20 0.02 -0.17 -0.03 0.03 -0.05 -0.16
## depth 0.09 0.07 -0.03 0.07 -0.08 0.13 0.01 0.17 0.00 0.10
## computations -0.01 0.01 -0.05 0.00 0.00 -0.01 -0.01 0.00 -0.01 -0.01
## thoughts -0.02 0.03 0.10 -0.05 0.17 0.12 0.14 0.06 -0.04 -0.09
## reasoning 0.05 0.03 0.06 0.16 0.06 -0.02 -0.06 0.05 -0.03 0.01
## remembering -0.01 -0.15 -0.05 -0.02 0.02 0.01 0.17 -0.02 -0.06 0.17
## beliefs -0.01 -0.04 0.06 -0.09 0.09 -0.13 0.01 -0.04 -0.04 -0.02
## hungry 0.00 0.00 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## tired -0.08 -0.01 0.01 0.01 0.00 0.02 -0.02 0.00 -0.03 -0.01
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## nauseated 0.06 0.03 0.06 0.04 -0.02 0.01 0.03 -0.05 0.02 -0.02
## safe 0.01 0.03 -0.03 0.00 0.04 0.02 -0.05 0.07 -0.01 -0.02
## love 0.02 0.00 0.07 0.01 0.01 -0.01 0.01 0.00 0.00 0.00
## recognizing -0.02 -0.02 0.04 -0.12 0.06 -0.03 -0.01 -0.07 0.00 -0.01
## communicating 0.04 -0.07 -0.02 -0.01 0.00 0.12 -0.01 0.12 0.09 -0.13
## guilt 0.01 -0.10 -0.02 0.17 0.11 0.06 -0.09 -0.08 0.07 0.06
## disrespected 0.03 0.02 -0.02 0.00 0.00 0.02 0.00 0.01 -0.02 -0.02
## free_will -0.21 -0.01 0.06 0.00 -0.03 0.00 -0.03 -0.01 0.01 0.00
## choices 0.01 -0.10 -0.03 0.05 -0.09 0.10 0.07 -0.15 0.08 -0.05
## self_restraint 0.22 -0.08 -0.01 -0.03 -0.20 -0.06 0.16 0.03 0.02 0.00
## intentions -0.01 0.15 0.02 -0.14 0.11 -0.07 0.00 -0.03 0.05 0.00
## goal 0.05 0.07 0.08 0.11 0.00 -0.18 0.07 0.09 0.12 -0.02
## conscious 0.02 0.04 -0.01 0.10 0.08 0.04 0.02 0.05 -0.07 0.04
## self_aware 0.04 0.12 0.02 0.08 -0.07 0.12 0.05 -0.05 -0.13 -0.03
## desires 0.05 -0.13 0.07 -0.05 0.01 -0.02 -0.15 0.07 -0.06 0.03
## embarrassed 0.00 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## emo_recog 0.02 0.06 0.06 -0.07 -0.15 0.03 -0.18 0.02 0.06 -0.05
## joy 0.00 0.00 0.26 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## morality 0.06 0.13 0.03 -0.02 -0.06 0.01 -0.08 -0.13 0.08 0.03
## personality 0.07 -0.04 0.00 -0.10 -0.10 0.05 -0.02 0.06 -0.03 0.10
## pleasure 0.01 0.00 -0.05 0.00 0.00 0.00 0.00 -0.01 0.01 0.00
## pride -0.26 0.01 0.06 0.03 -0.07 -0.03 0.04 0.01 -0.01 0.01
## MR31 MR32 MR33 MR34 MR35 MR36 MR37 MR38 MR39 h2
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.02 0.02 -0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.93
## fear 0.03 -0.01 -0.01 -0.01 0.00 0.01 0.00 0.00 0.00 0.94
## angry -0.09 0.10 0.01 0.08 -0.06 0.02 -0.01 -0.01 0.00 0.80
## calm -0.08 -0.02 0.02 0.07 0.09 0.06 0.01 -0.07 0.00 0.75
## sounds 0.06 -0.01 0.00 -0.02 0.02 -0.10 0.01 -0.03 -0.03 0.69
## seeing -0.01 0.03 0.00 -0.01 -0.01 -0.03 0.02 0.00 0.00 0.80
## temperature -0.07 -0.02 -0.03 0.00 -0.01 0.03 -0.05 0.00 0.02 0.77
## odors -0.05 0.06 0.05 0.04 -0.01 0.03 0.09 0.04 0.00 0.64
## depth 0.18 0.01 0.10 -0.04 -0.01 0.11 0.01 -0.04 0.03 0.58
## computations 0.00 -0.01 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 0.96
## thoughts -0.03 -0.05 -0.03 -0.06 0.03 0.00 0.03 -0.02 0.00 0.82
## reasoning -0.02 0.05 -0.01 -0.03 -0.03 0.00 -0.01 0.00 0.00 0.82
## remembering 0.01 0.04 -0.04 -0.02 0.03 0.03 -0.01 0.07 -0.04 0.72
## beliefs 0.12 0.01 0.04 0.05 0.01 -0.02 -0.05 -0.01 0.00 0.81
## hungry 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## tired 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 -0.01 0.00 0.94
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## nauseated 0.00 -0.01 0.01 -0.01 0.01 -0.02 -0.01 0.01 0.00 0.91
## safe -0.03 -0.01 0.03 0.00 -0.02 -0.02 -0.02 0.01 0.00 0.88
## love 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.97
## recognizing 0.00 -0.02 0.01 -0.02 -0.03 0.00 0.00 -0.01 0.01 0.87
## communicating 0.06 0.09 -0.04 0.07 0.11 0.03 -0.02 0.03 0.02 0.63
## guilt -0.01 -0.02 0.04 -0.04 0.01 0.00 -0.01 0.00 0.01 0.86
## disrespected 0.00 -0.01 -0.02 0.00 0.00 0.00 0.01 0.00 -0.01 0.93
## free_will 0.03 -0.01 -0.01 -0.02 0.00 0.02 -0.01 0.00 0.01 0.89
## choices 0.05 -0.04 0.06 0.07 -0.02 -0.04 0.05 -0.05 -0.02 0.72
## self_restraint -0.05 0.05 0.00 -0.05 -0.06 0.01 -0.01 -0.02 0.01 0.76
## intentions 0.02 0.03 0.10 -0.03 0.00 0.01 0.04 0.04 0.00 0.76
## goal -0.04 -0.08 -0.06 0.00 0.03 -0.02 -0.07 0.00 0.01 0.70
## conscious 0.06 -0.11 -0.08 0.11 -0.09 0.01 0.01 0.03 0.00 0.77
## self_aware -0.01 0.11 0.06 0.03 0.02 -0.05 -0.07 0.01 -0.01 0.74
## desires -0.02 0.04 -0.02 -0.01 -0.01 -0.03 0.01 -0.02 0.00 0.86
## embarrassed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## emo_recog -0.04 -0.09 0.02 0.00 0.01 0.06 -0.02 0.02 -0.04 0.76
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## morality 0.03 0.07 -0.17 0.01 0.03 -0.01 0.05 0.00 0.01 0.72
## personality -0.08 -0.10 0.06 0.07 0.05 -0.05 0.03 0.04 0.03 0.74
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.98
## pride -0.01 0.01 0.01 0.00 0.00 0.00 0.01 0.00 0.00 0.93
## u2 com
## happy 0.005 1.6
## depressed 0.067 2.3
## fear 0.061 2.0
## angry 0.195 1.6
## calm 0.250 1.8
## sounds 0.309 7.8
## seeing 0.196 6.8
## temperature 0.229 6.0
## odors 0.355 9.5
## depth 0.419 5.9
## computations 0.037 3.5
## thoughts 0.185 2.3
## reasoning 0.179 7.1
## remembering 0.285 4.4
## beliefs 0.191 4.5
## hungry 0.005 2.2
## tired 0.059 2.1
## pain 0.005 2.0
## nauseated 0.091 1.9
## safe 0.117 2.2
## love 0.027 2.2
## recognizing 0.129 4.9
## communicating 0.368 4.6
## guilt 0.137 3.0
## disrespected 0.066 3.8
## free_will 0.112 2.3
## choices 0.279 6.9
## self_restraint 0.244 6.7
## intentions 0.243 3.6
## goal 0.298 6.2
## conscious 0.235 1.7
## self_aware 0.255 2.3
## desires 0.144 2.0
## embarrassed 0.005 2.7
## emo_recog 0.238 4.9
## joy 0.005 1.6
## morality 0.284 6.3
## personality 0.264 3.8
## pleasure 0.025 1.8
## pride 0.070 2.6
##
## MR1 MR2 MR4 MR6 MR3 MR10 MR7 MR11 MR12 MR8
## SS loadings 15.37 4.36 3.09 1.59 0.73 0.69 0.66 0.49 0.46 0.43
## Proportion Var 0.38 0.11 0.08 0.04 0.02 0.02 0.02 0.01 0.01 0.01
## Cumulative Var 0.38 0.49 0.57 0.61 0.63 0.65 0.66 0.67 0.69 0.70
## Proportion Explained 0.46 0.13 0.09 0.05 0.02 0.02 0.02 0.01 0.01 0.01
## Cumulative Proportion 0.46 0.59 0.68 0.73 0.75 0.77 0.79 0.81 0.82 0.84
## MR9 MR18 MR15 MR14 MR13 MR20 MR21 MR16 MR22 MR19
## SS loadings 0.39 0.39 0.38 0.32 0.31 0.30 0.26 0.26 0.25 0.23
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.71 0.72 0.73 0.73 0.74 0.75 0.76 0.76 0.77 0.77
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.85 0.86 0.87 0.88 0.89 0.90 0.91 0.91 0.92 0.93
## MR17 MR24 MR5 MR23 MR25 MR27 MR26 MR28 MR29 MR30
## SS loadings 0.23 0.22 0.22 0.21 0.19 0.19 0.18 0.17 0.13 0.13
## Proportion Var 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.78 0.79 0.79 0.80 0.80 0.81 0.81 0.81 0.82 0.82
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00
## Cumulative Proportion 0.94 0.94 0.95 0.96 0.96 0.97 0.97 0.98 0.98 0.99
## MR31 MR32 MR33 MR34 MR35 MR36 MR37 MR38 MR39
## SS loadings 0.10 0.09 0.08 0.05 0.05 0.04 0.03 0.02 0.01
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.82 0.83 0.83 0.83 0.83 0.83 0.83 0.83 0.83
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.99 0.99 0.99 1.00 1.00 1.00 1.00 1.00 1.00
##
## Mean item complexity = 3.8
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 36.39 with Chi Square of 14185
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 405 with the empirical chi square 0 with prob < NA
## The total number of observations was 405 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.063
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR4 MR6 MR3
## Correlation of scores with factors 1 1.00 0.98 0.98 0.99
## Multiple R square of scores with factors 1 1.00 0.97 0.95 0.99
## Minimum correlation of possible factor scores 1 0.99 0.94 0.90 0.97
## MR10 MR7 MR11 MR12 MR8
## Correlation of scores with factors 0.92 0.96 0.90 0.89 0.94
## Multiple R square of scores with factors 0.84 0.92 0.81 0.80 0.89
## Minimum correlation of possible factor scores 0.68 0.84 0.61 0.60 0.79
## MR9 MR18 MR15 MR14 MR13
## Correlation of scores with factors 0.93 0.81 0.85 0.87 0.88
## Multiple R square of scores with factors 0.86 0.66 0.72 0.75 0.77
## Minimum correlation of possible factor scores 0.72 0.32 0.44 0.50 0.55
## MR20 MR21 MR16 MR22 MR19
## Correlation of scores with factors 0.78 0.76 0.83 0.74 0.80
## Multiple R square of scores with factors 0.61 0.57 0.69 0.54 0.64
## Minimum correlation of possible factor scores 0.21 0.15 0.38 0.08 0.29
## MR17 MR24 MR5 MR23 MR25
## Correlation of scores with factors 0.82 0.70 0.98 0.72 0.70
## Multiple R square of scores with factors 0.67 0.50 0.97 0.52 0.49
## Minimum correlation of possible factor scores 0.35 -0.01 0.93 0.04 -0.02
## MR27 MR26 MR28 MR29
## Correlation of scores with factors 0.65 0.68 0.65 0.61
## Multiple R square of scores with factors 0.42 0.47 0.42 0.37
## Minimum correlation of possible factor scores -0.15 -0.06 -0.16 -0.26
## MR30 MR31 MR32 MR33
## Correlation of scores with factors 0.57 0.54 0.53 0.49
## Multiple R square of scores with factors 0.33 0.29 0.28 0.24
## Minimum correlation of possible factor scores -0.35 -0.42 -0.44 -0.52
## MR34 MR35 MR36 MR37
## Correlation of scores with factors 0.44 0.39 0.36 0.35
## Multiple R square of scores with factors 0.19 0.16 0.13 0.12
## Minimum correlation of possible factor scores -0.62 -0.69 -0.74 -0.76
## MR38 MR39
## Correlation of scores with factors 0.28 0.17
## Multiple R square of scores with factors 0.08 0.03
## Minimum correlation of possible factor scores -0.85 -0.94
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d1_all, nfactors = nfactors_d1_all, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.64 0.37 0.04 0.74 0.26 1.6
## depressed 0.82 0.15 -0.06 0.75 0.25 1.1
## fear 0.20 0.77 0.05 0.76 0.24 1.2
## angry 0.55 0.43 0.03 0.67 0.33 1.9
## calm 0.35 0.55 0.15 0.62 0.38 1.9
## sounds -0.18 0.07 0.64 0.38 0.62 1.2
## seeing -0.25 0.39 0.66 0.51 0.49 2.0
## temperature -0.23 0.23 0.70 0.48 0.52 1.4
## odors -0.15 0.47 0.47 0.39 0.61 2.2
## depth -0.02 0.07 0.63 0.40 0.60 1.0
## computations 0.21 -0.83 0.41 0.78 0.22 1.6
## thoughts 0.51 0.35 0.18 0.61 0.39 2.1
## reasoning 0.41 -0.21 0.53 0.55 0.45 2.2
## remembering 0.06 -0.26 0.73 0.59 0.41 1.3
## beliefs 0.80 -0.12 0.03 0.60 0.40 1.0
## hungry -0.08 0.96 -0.06 0.87 0.13 1.0
## tired 0.15 0.79 0.10 0.76 0.24 1.1
## pain 0.01 0.93 0.02 0.87 0.13 1.0
## nauseated 0.46 0.52 0.05 0.68 0.32 2.0
## safe 0.30 0.61 0.11 0.63 0.37 1.5
## love 0.84 0.13 -0.03 0.79 0.21 1.1
## recognizing 0.21 -0.39 0.69 0.67 0.33 1.8
## communicating 0.08 -0.09 0.65 0.46 0.54 1.1
## guilt 0.85 0.03 -0.08 0.70 0.30 1.0
## disrespected 0.83 0.03 -0.05 0.68 0.32 1.0
## free_will 0.31 0.61 0.07 0.63 0.37 1.5
## choices 0.05 0.20 0.62 0.46 0.54 1.2
## self_restraint 0.51 0.08 0.26 0.45 0.55 1.5
## intentions 0.27 0.45 0.25 0.48 0.52 2.3
## goal 0.04 0.04 0.63 0.42 0.58 1.0
## conscious 0.30 0.62 0.11 0.64 0.36 1.5
## self_aware 0.43 0.39 0.18 0.55 0.45 2.3
## desires 0.34 0.60 0.09 0.66 0.34 1.6
## embarrassed 0.92 -0.06 -0.12 0.76 0.24 1.0
## emo_recog 0.71 -0.16 0.21 0.58 0.42 1.3
## joy 0.69 0.31 0.03 0.76 0.24 1.4
## morality 0.60 -0.23 0.26 0.47 0.53 1.7
## personality 0.64 0.03 0.24 0.58 0.42 1.3
## pleasure 0.37 0.63 0.09 0.74 0.26 1.6
## pride 0.89 0.03 -0.05 0.80 0.20 1.0
##
## MR1 MR2 MR3
## SS loadings 10.74 8.75 5.42
## Proportion Var 0.27 0.22 0.14
## Cumulative Var 0.27 0.49 0.62
## Proportion Explained 0.43 0.35 0.22
## Cumulative Proportion 0.43 0.78 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.37 0.31
## MR2 0.37 1.00 0.07
## MR3 0.31 0.07 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 36.39 with Chi Square of 14185
## The degrees of freedom for the model are 663 and the objective function was 3.81
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 405 with the empirical chi square 500.89 with prob < 1
## The total number of observations was 405 with MLE Chi Square = 1475.92 with prob < 8.7e-64
##
## Tucker Lewis Index of factoring reliability = 0.928
## RMSEA index = 0.057 and the 90 % confidence intervals are 0.051 0.059
## BIC = -2504.66
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 0.98 0.98 0.96
## Multiple R square of scores with factors 0.97 0.97 0.92
## Minimum correlation of possible factor scores 0.94 0.94 0.83
back to TOC
Factor 1
Study 1, ALL conditions: Rotated Factor 1
| embarrassed |
0.9228937 |
| pride |
0.8945059 |
| guilt |
0.8484749 |
| love |
0.8417446 |
| disrespected |
0.8264310 |
| depressed |
0.8156898 |
| beliefs |
0.7980020 |
| emo_recog |
0.7113350 |
| joy |
0.6932942 |
| personality |
0.6376583 |
| happy |
0.6369713 |
| morality |
0.6021238 |
| angry |
0.5508657 |
| self_restraint |
0.5130066 |
| thoughts |
0.5054220 |
| nauseated |
0.4582169 |
| self_aware |
0.4305748 |
| reasoning |
0.4070638 |
| pleasure |
0.3670847 |
| calm |
0.3484908 |
| desires |
0.3421277 |
| free_will |
0.3070096 |
| conscious |
0.2982672 |
| safe |
0.2982458 |
| intentions |
0.2662791 |
| recognizing |
0.2091420 |
| computations |
0.2053265 |
| fear |
0.2040970 |
| tired |
0.1452956 |
| communicating |
0.0848910 |
| remembering |
0.0558812 |
| choices |
0.0484128 |
| goal |
0.0442204 |
| pain |
0.0099079 |
| depth |
-0.0240432 |
| hungry |
-0.0776165 |
| odors |
-0.1526497 |
| sounds |
-0.1841127 |
| temperature |
-0.2295365 |
| seeing |
-0.2483799 |
Factor 2
Study 1, ALL conditions: Rotated Factor 2
| hungry |
0.9588119 |
| pain |
0.9271916 |
| tired |
0.7888848 |
| fear |
0.7652879 |
| pleasure |
0.6345984 |
| conscious |
0.6153394 |
| free_will |
0.6120139 |
| safe |
0.6081339 |
| desires |
0.5955359 |
| calm |
0.5456005 |
| nauseated |
0.5203679 |
| odors |
0.4671979 |
| intentions |
0.4473883 |
| angry |
0.4267135 |
| seeing |
0.3932155 |
| self_aware |
0.3899387 |
| happy |
0.3736663 |
| thoughts |
0.3517709 |
| joy |
0.3145155 |
| temperature |
0.2316157 |
| choices |
0.1951185 |
| depressed |
0.1490315 |
| love |
0.1340875 |
| self_restraint |
0.0789698 |
| depth |
0.0736936 |
| sounds |
0.0701252 |
| goal |
0.0355477 |
| pride |
0.0340212 |
| personality |
0.0330797 |
| disrespected |
0.0265947 |
| guilt |
0.0265457 |
| embarrassed |
-0.0613526 |
| communicating |
-0.0884732 |
| beliefs |
-0.1203219 |
| emo_recog |
-0.1550780 |
| reasoning |
-0.2119770 |
| morality |
-0.2263495 |
| remembering |
-0.2622649 |
| recognizing |
-0.3909548 |
| computations |
-0.8289663 |
Factor 3
Study 1, ALL conditions: Rotated Factor 3
| remembering |
0.7278710 |
| temperature |
0.7023329 |
| recognizing |
0.6896204 |
| seeing |
0.6559154 |
| communicating |
0.6533678 |
| sounds |
0.6438999 |
| depth |
0.6339327 |
| goal |
0.6326415 |
| choices |
0.6152179 |
| reasoning |
0.5296171 |
| odors |
0.4656534 |
| computations |
0.4076095 |
| self_restraint |
0.2588627 |
| morality |
0.2563432 |
| intentions |
0.2543466 |
| personality |
0.2449917 |
| emo_recog |
0.2097829 |
| self_aware |
0.1804555 |
| thoughts |
0.1793403 |
| calm |
0.1493519 |
| safe |
0.1088986 |
| conscious |
0.1051998 |
| tired |
0.0963354 |
| desires |
0.0896815 |
| pleasure |
0.0879222 |
| free_will |
0.0708412 |
| fear |
0.0531607 |
| nauseated |
0.0503223 |
| happy |
0.0359296 |
| beliefs |
0.0348745 |
| joy |
0.0326060 |
| angry |
0.0285722 |
| pain |
0.0227799 |
| love |
-0.0323704 |
| pride |
-0.0472171 |
| disrespected |
-0.0529288 |
| hungry |
-0.0565903 |
| depressed |
-0.0573755 |
| guilt |
-0.0782081 |
| embarrassed |
-0.1173760 |
back to TOC
Predict latent variable structure for CFA in follow-up studies
ModelDD: Data-driven, three factors (MR1, MR2, MR3; see Study 1)
## lavaan (0.5-20) converged normally after 65 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 3725.221
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 14736.878
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.786
## Tucker-Lewis Index (TLI) 0.773
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -26918.627
## Loglikelihood unrestricted model (H1) -25056.016
##
## Number of free parameters 83
## Akaike (AIC) 54003.254
## Bayesian (BIC) 54335.576
## Sample-size adjusted Bayesian (BIC) 54072.207
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.100
## 90 Percent Confidence Interval 0.097 0.103
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.127
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassd 1.000
## pride 1.211 0.053 22.896 0.000
## guilt 0.941 0.045 20.696 0.000
## love 1.376 0.058 23.596 0.000
## disrespctd 1.021 0.051 19.880 0.000
## depressed 1.195 0.053 22.337 0.000
## beliefs 1.023 0.060 17.135 0.000
## emo_recog 1.100 0.070 15.620 0.000
## joy 1.484 0.067 22.141 0.000
## personalty 1.227 0.072 17.068 0.000
## happy 1.444 0.068 21.131 0.000
## morality 0.896 0.075 11.941 0.000
## angry 1.389 0.074 18.657 0.000
## slf_rstrnt 1.085 0.077 14.038 0.000
## thoughts 1.373 0.079 17.431 0.000
## self_aware 1.279 0.081 15.697 0.000
## MR2 =~
## hungry 1.000
## pain 0.960 0.042 22.790 0.000
## tired 0.846 0.038 22.073 0.000
## fear 0.896 0.040 22.590 0.000
## pleasure 0.747 0.034 21.912 0.000
## conscious 0.742 0.038 19.442 0.000
## free_will 0.747 0.039 19.211 0.000
## safe 0.749 0.038 19.648 0.000
## desires 0.742 0.037 19.951 0.000
## calm 0.694 0.037 18.938 0.000
## nauseated 0.568 0.029 19.375 0.000
## odors 0.423 0.046 9.119 0.000
## intentions 0.617 0.041 14.877 0.000
## computatns (x) -0.669 0.056 -11.901 0.000
## MR3 =~
## rememberng 1.000
## temperatur 0.709 0.061 11.614 0.000
## recognizng 1.022 0.073 13.947 0.000
## seeing 0.731 0.067 10.944 0.000
## communctng 0.866 0.066 13.150 0.000
## sounds 0.595 0.056 10.597 0.000
## depth 0.875 0.073 12.007 0.000
## goal 0.907 0.073 12.418 0.000
## choices 0.850 0.069 12.267 0.000
## reasoning 0.857 0.068 12.582 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.487 0.147 10.080 0.000
## MR3 0.515 0.087 5.896 0.000
## MR2 ~~
## MR3 0.655 0.183 3.568 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.415 0.031 13.196 0.000
## pride 0.400 0.032 12.653 0.000
## guilt 0.379 0.029 13.227 0.000
## love 0.440 0.036 12.377 0.000
## disrespected 0.520 0.039 13.370 0.000
## depressed 0.440 0.034 12.834 0.000
## beliefs 0.855 0.062 13.705 0.000
## emo_recog 1.294 0.094 13.829 0.000
## joy 0.707 0.055 12.890 0.000
## personality 1.245 0.091 13.712 0.000
## happy 0.821 0.062 13.138 0.000
## morality 1.708 0.122 14.029 0.000
## angry 1.204 0.089 13.542 0.000
## self_restraint 1.677 0.120 13.929 0.000
## thoughts 1.461 0.107 13.677 0.000
## self_aware 1.725 0.125 13.824 0.000
## hungry 2.146 0.164 13.091 0.000
## pain 1.264 0.102 12.446 0.000
## tired 1.151 0.091 12.708 0.000
## fear 1.152 0.092 12.525 0.000
## pleasure 0.928 0.073 12.759 0.000
## conscious 1.487 0.112 13.326 0.000
## free_will 1.574 0.118 13.364 0.000
## safe 1.458 0.110 13.291 0.000
## desires 1.352 0.102 13.235 0.000
## calm 1.430 0.107 13.407 0.000
## nauseated 0.884 0.066 13.337 0.000
## odors 3.574 0.253 14.108 0.000
## intentions 2.341 0.169 13.834 0.000
## computations 4.855 0.347 14.005 0.000
## remembering 2.047 0.168 12.166 0.000
## temperature 1.932 0.147 13.136 0.000
## recognizing 2.057 0.170 12.086 0.000
## seeing 2.464 0.185 13.319 0.000
## communicating 1.878 0.150 12.545 0.000
## sounds 1.797 0.134 13.401 0.000
## depth 2.645 0.203 13.011 0.000
## goal 2.534 0.197 12.863 0.000
## choices 2.320 0.180 12.920 0.000
## reasoning 2.162 0.169 12.799 0.000
## MR1 0.926 0.090 10.244 0.000
## MR2 4.716 0.463 10.196 0.000
## MR3 2.281 0.282 8.095 0.000
ModelWDM: Theoretical, three factors (SOCIAL-EMOTIONAL, BIOLOGICAL, PERCEPTUAL; see Weisman et al., 2015)
## lavaan (0.5-20) converged normally after 61 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 1683.775
## Degrees of freedom 206
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 8271.747
## Degrees of freedom 231
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.816
## Tucker-Lewis Index (TLI) 0.794
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -14184.498
## Loglikelihood unrestricted model (H1) -13342.610
##
## Number of free parameters 47
## Akaike (AIC) 28462.995
## Bayesian (BIC) 28651.178
## Sample-size adjusted Bayesian (BIC) 28502.041
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.133
## 90 Percent Confidence Interval 0.127 0.139
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.116
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo =~
## happy 1.000
## depressed 0.810 0.033 24.437 0.000
## fear 1.013 0.067 15.189 0.000
## angry 0.967 0.047 20.760 0.000
## calm 0.929 0.056 16.493 0.000
## joy 1.013 0.041 24.515 0.000
## love 0.922 0.036 25.443 0.000
## guilt 0.619 0.029 21.173 0.000
## disrespected 0.675 0.033 20.461 0.000
## embarrassed 0.653 0.031 21.100 0.000
## pride 0.796 0.034 23.636 0.000
## biological =~
## hungry 1.000
## tired 0.853 0.036 23.674 0.000
## pain 0.950 0.040 23.707 0.000
## nauseated 0.548 0.029 19.165 0.000
## safe 0.715 0.037 19.110 0.000
## pleasure 0.724 0.033 21.893 0.000
## perceptual =~
## sounds 1.000
## seeing 1.434 0.126 11.398 0.000
## temperature 1.305 0.115 11.369 0.000
## odors 1.350 0.131 10.312 0.000
## depth 1.211 0.127 9.518 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo ~~
## biological 2.304 0.223 10.354 0.000
## perceptual 0.324 0.086 3.773 0.000
## biological ~~
## perceptual 0.885 0.149 5.952 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.698 0.055 12.623 0.000
## depressed 0.413 0.033 12.446 0.000
## fear 2.832 0.205 13.826 0.000
## angry 1.072 0.081 13.255 0.000
## calm 1.930 0.141 13.730 0.000
## joy 0.637 0.051 12.421 0.000
## love 0.446 0.037 12.088 0.000
## guilt 0.412 0.031 13.190 0.000
## disrespected 0.548 0.041 13.300 0.000
## embarrassed 0.464 0.035 13.201 0.000
## pride 0.457 0.036 12.677 0.000
## hungry 1.947 0.161 12.094 0.000
## tired 0.952 0.086 11.032 0.000
## pain 1.171 0.106 11.008 0.000
## nauseated 0.929 0.072 12.892 0.000
## safe 1.592 0.123 12.904 0.000
## pleasure 0.987 0.082 12.023 0.000
## sounds 1.585 0.130 12.232 0.000
## seeing 1.582 0.157 10.045 0.000
## temperature 1.339 0.132 10.132 0.000
## odors 2.558 0.214 11.968 0.000
## depth 2.894 0.229 12.633 0.000
## soc_emo 2.054 0.189 10.879 0.000
## biological 4.915 0.470 10.455 0.000
## perceptual 1.021 0.160 6.392 0.000
ModelGGW: Theoretical, two factors (AGENCY, EXPERIENCE; see Gray et al., 2007)
## lavaan (0.5-20) converged normally after 43 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 1816.523
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5604.203
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.691
## Tucker-Lewis Index (TLI) 0.648
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -12787.515
## Loglikelihood unrestricted model (H1) -11879.253
##
## Number of free parameters 37
## Akaike (AIC) 25649.030
## Bayesian (BIC) 25797.174
## Sample-size adjusted Bayesian (BIC) 25679.768
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.176
## 90 Percent Confidence Interval 0.169 0.183
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.147
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.989 0.060 16.405 0.000
## pain 1.002 0.064 15.593 0.000
## pleasure 0.882 0.051 17.236 0.000
## angry 0.752 0.047 16.016 0.000
## desires 0.879 0.054 16.302 0.000
## personality 0.512 0.044 11.582 0.000
## conscious 0.856 0.055 15.606 0.000
## pride 0.496 0.036 13.749 0.000
## embarrassed 0.384 0.032 12.178 0.000
## joy 0.713 0.045 15.859 0.000
## agency =~
## self_restraint 1.000
## morality 0.818 0.068 12.040 0.000
## remembering 0.592 0.090 6.538 0.000
## emo_recog 0.924 0.068 13.662 0.000
## goal 0.744 0.091 8.155 0.000
## communicating 0.678 0.082 8.239 0.000
## thoughts 1.075 0.078 13.787 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.599 0.185 8.661 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.374 0.251 13.433 0.000
## fear 1.525 0.122 12.496 0.000
## pain 2.102 0.162 12.941 0.000
## pleasure 0.845 0.072 11.739 0.000
## angry 1.020 0.080 12.734 0.000
## desires 1.253 0.100 12.564 0.000
## personality 1.724 0.125 13.822 0.000
## conscious 1.526 0.118 12.935 0.000
## pride 0.902 0.067 13.497 0.000
## embarrassed 0.828 0.060 13.752 0.000
## joy 0.971 0.076 12.816 0.000
## self_restraint 1.245 0.112 11.150 0.000
## morality 1.434 0.115 12.455 0.000
## remembering 3.795 0.273 13.883 0.000
## emo_recog 1.115 0.099 11.292 0.000
## goal 3.566 0.261 13.645 0.000
## communicating 2.889 0.212 13.630 0.000
## thoughts 1.445 0.130 11.162 0.000
## experience 3.488 0.428 8.149 0.000
## agency 1.523 0.187 8.139 0.000
Compare models (not yet implemented)
# MODELS HAVE DIFFERENT SETS OF VARIABLES, MIGHT NOT WORK
# # compare models (iff continuous and ML)
# customVuong(chosenDD = d1_all_fitDD,
# chosenWDM = d1_all_fitWDM,
# chosenGGW = d1_all_fitGGW)
back to TOC
Study 2 (2016-01-12, 2 conditions, between-subjects - REPLICATION)
Demographics
Study 2: Exclusion
| 0 |
0 |
13 |
0 |
13 |
406 |
419 |
Study 2: Sample size
| beetle |
202 |
| robot |
204 |
| all |
406 |
Study 2: Study duration (minutes)
| beetle |
0.92 |
28.95 |
2.69 |
3.54 |
3.17 |
| robot |
1.00 |
16.72 |
2.52 |
3.18 |
2.17 |
| all |
0.92 |
28.95 |
2.63 |
3.36 |
2.72 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
Study 2: Participant age (years; approximate)
| beetle |
20 |
70 |
32 |
34.95 |
10.99 |
| robot |
20 |
70 |
33 |
35.60 |
10.92 |
| all |
20 |
70 |
33 |
35.28 |
10.95 |
Study 2: Participant gender
| beetle |
93 |
108 |
1 |
| robot |
106 |
97 |
1 |
| all |
199 |
205 |
2 |
Study 2: Participant race/ethnicity
| beetle |
8 |
7 |
12 |
11 |
0 |
3 |
1 |
1 |
0 |
159 |
| robot |
14 |
1 |
14 |
10 |
1 |
5 |
1 |
2 |
1 |
155 |
| all |
22 |
8 |
26 |
21 |
1 |
8 |
2 |
3 |
1 |
314 |
Study 2: Participant religion
| beetle |
6 |
80 |
1 |
3 |
5 |
1 |
95 |
6 |
5 |
| robot |
3 |
85 |
0 |
2 |
2 |
1 |
105 |
4 |
2 |
| all |
9 |
165 |
1 |
5 |
7 |
2 |
200 |
10 |
7 |
back to TOC
Exploratory factor analysis
EFA: BEETLE condition
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_beetle, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 MR4 MR5 MR7 MR6 MR10 MR8 MR9
## happy 0.84 -0.01 -0.27 -0.14 -0.12 0.01 0.06 -0.10 0.13 -0.04
## depressed 0.77 -0.26 -0.08 -0.18 -0.18 -0.02 -0.27 -0.02 0.28 0.00
## fear 0.56 0.38 -0.11 -0.12 0.10 0.09 -0.02 -0.05 -0.04 0.01
## angry 0.67 0.05 -0.12 -0.33 -0.01 0.35 0.11 0.06 -0.14 -0.28
## calm 0.75 0.27 -0.34 -0.04 -0.03 -0.24 0.21 0.12 -0.27 -0.10
## sounds 0.38 0.57 0.11 0.03 0.04 0.06 0.06 0.00 0.03 -0.02
## seeing 0.34 0.77 0.23 -0.06 0.25 -0.14 -0.02 -0.24 0.12 -0.21
## temperature 0.30 0.60 0.09 -0.14 0.16 -0.10 0.00 0.27 0.13 0.05
## odors 0.36 0.61 0.13 -0.12 0.16 -0.04 0.01 -0.12 0.07 0.11
## depth 0.37 0.33 0.13 0.07 0.05 0.00 0.07 0.00 -0.03 0.06
## computations 0.52 -0.23 0.26 0.07 -0.06 -0.12 -0.04 0.00 -0.03 0.09
## thoughts 0.77 0.05 -0.17 0.36 0.11 -0.07 -0.12 -0.01 0.11 -0.16
## reasoning 0.72 -0.08 0.06 0.51 0.03 0.03 -0.03 0.12 -0.01 0.04
## remembering 0.56 0.33 0.05 0.18 -0.04 -0.03 0.03 -0.05 0.04 0.10
## beliefs 0.60 -0.31 0.17 0.08 -0.02 -0.11 -0.02 -0.02 0.18 0.03
## hungry 0.21 0.69 0.05 -0.19 0.31 -0.07 -0.02 0.43 0.14 0.26
## tired 0.56 0.41 -0.03 -0.04 -0.05 0.10 0.09 0.06 0.02 -0.01
## pain 0.41 0.48 -0.06 -0.07 0.08 0.05 -0.04 0.19 -0.03 0.01
## nauseated 0.58 0.08 -0.01 -0.12 0.00 -0.07 0.04 -0.05 0.02 -0.01
## safe 0.61 0.33 -0.24 0.12 -0.01 0.09 0.33 -0.25 0.11 0.41
## love 0.75 -0.24 0.04 -0.06 -0.11 -0.12 -0.21 0.17 0.20 -0.06
## recognizing 0.65 0.08 0.09 -0.05 -0.10 0.00 0.00 -0.05 -0.14 0.00
## communicating 0.53 0.53 0.43 -0.08 -0.38 0.07 -0.11 -0.01 -0.20 0.07
## guilt 0.67 -0.47 0.26 -0.10 0.03 -0.23 0.09 -0.07 -0.04 0.14
## disrespected 0.63 -0.41 0.10 -0.21 0.34 0.32 0.05 -0.01 -0.02 0.06
## free_will 0.52 0.32 0.12 0.11 0.03 0.11 -0.16 0.03 0.01 -0.13
## choices 0.57 0.38 0.08 0.08 -0.06 0.10 0.02 -0.02 0.00 0.01
## self_restraint 0.68 -0.22 0.13 0.09 0.17 0.05 0.04 0.08 -0.13 -0.01
## intentions 0.54 0.42 0.16 0.32 -0.18 0.32 0.16 0.09 0.16 -0.05
## goal 0.48 0.43 0.09 0.06 -0.07 0.10 0.11 0.03 0.12 -0.05
## conscious 0.53 0.37 -0.20 0.13 0.11 0.05 -0.09 0.00 0.03 0.04
## self_aware 0.74 0.03 -0.18 0.06 0.20 0.11 -0.45 -0.07 -0.27 0.11
## desires 0.66 0.14 -0.01 0.12 -0.05 0.05 0.07 0.16 0.09 -0.14
## embarrassed 0.63 -0.48 0.25 -0.04 -0.05 -0.21 0.09 0.05 0.03 0.13
## emo_recog 0.78 -0.26 0.19 0.08 0.06 -0.16 0.00 -0.14 -0.14 0.02
## joy 0.79 0.04 -0.31 -0.14 -0.12 0.03 0.06 -0.07 0.06 0.05
## morality 0.63 -0.38 0.20 -0.03 0.25 0.00 0.00 -0.15 -0.03 0.09
## personality 0.81 -0.07 -0.09 -0.05 -0.17 0.02 0.00 0.08 0.04 0.05
## pleasure 0.72 0.16 -0.22 -0.03 -0.18 -0.11 -0.03 0.08 -0.09 -0.07
## pride 0.70 -0.43 0.30 0.01 0.09 0.03 0.24 0.08 0.02 -0.15
## MR27 MR19 MR12 MR11 MR16 MR24 MR26 MR25 MR14 MR13
## happy -0.01 -0.06 -0.19 -0.06 -0.05 0.03 -0.04 0.00 -0.21 -0.13
## depressed 0.00 -0.06 0.04 -0.06 0.04 0.00 -0.01 0.00 0.26 0.05
## fear 0.04 -0.05 -0.04 0.09 -0.04 0.09 0.04 0.14 0.11 0.15
## angry 0.00 0.02 0.07 0.19 -0.11 0.01 0.03 -0.05 0.22 -0.14
## calm -0.01 -0.04 0.09 -0.12 0.03 -0.01 -0.01 -0.01 0.05 0.07
## sounds 0.09 0.02 -0.02 -0.02 -0.01 0.00 0.12 0.02 0.01 0.08
## seeing -0.01 -0.02 -0.02 -0.08 0.02 -0.02 0.00 0.01 0.00 -0.09
## temperature -0.01 0.29 -0.17 0.06 0.07 -0.06 -0.06 -0.07 0.12 0.13
## odors 0.04 0.27 -0.01 -0.04 0.11 -0.01 0.02 0.00 0.17 0.20
## depth 0.02 0.23 0.00 -0.06 0.10 -0.08 -0.02 0.11 0.09 0.04
## computations -0.38 0.12 0.04 -0.14 0.02 0.27 -0.03 0.07 0.05 0.02
## thoughts -0.02 -0.08 0.10 0.17 -0.03 -0.03 -0.01 -0.03 -0.06 0.28
## reasoning 0.02 -0.01 -0.23 -0.25 -0.13 -0.01 0.01 -0.02 0.16 -0.12
## remembering -0.01 0.09 0.04 0.00 0.08 0.08 0.08 -0.02 -0.08 0.00
## beliefs -0.09 0.01 0.08 -0.03 -0.06 0.00 -0.04 0.05 0.10 -0.02
## hungry -0.01 -0.10 0.01 0.09 -0.09 0.03 0.00 -0.02 -0.04 -0.09
## tired 0.08 -0.03 0.09 0.04 0.03 0.11 0.10 0.05 0.01 0.00
## pain 0.11 -0.04 -0.03 0.04 -0.02 0.09 0.07 0.13 -0.06 0.06
## nauseated 0.18 0.01 0.02 0.06 -0.09 0.10 0.01 0.08 0.00 0.04
## safe -0.03 -0.01 -0.01 0.15 -0.02 0.02 0.01 0.00 0.07 0.06
## love 0.00 0.10 0.11 0.03 -0.10 0.00 0.00 -0.02 -0.20 0.00
## recognizing 0.16 0.20 -0.01 0.02 -0.08 -0.07 -0.01 0.00 -0.08 -0.03
## communicating 0.00 -0.07 -0.06 -0.01 -0.04 -0.01 -0.02 -0.01 -0.04 0.13
## guilt 0.01 -0.12 0.16 0.08 -0.01 -0.04 0.03 0.03 0.07 -0.16
## disrespected -0.01 -0.02 0.08 -0.28 -0.07 -0.05 0.02 0.03 -0.08 0.20
## free_will -0.04 -0.11 -0.07 -0.07 0.18 0.30 0.47 -0.15 -0.13 0.05
## choices -0.05 0.14 0.04 0.03 0.08 0.15 0.26 0.03 -0.07 0.07
## self_restraint -0.03 0.04 0.08 -0.15 0.31 0.05 -0.05 -0.03 -0.02 -0.15
## intentions 0.00 0.02 0.34 -0.01 0.11 -0.02 -0.04 0.00 -0.06 -0.17
## goal 0.00 -0.05 0.05 0.01 -0.06 -0.08 0.01 0.05 0.11 0.01
## conscious 0.47 -0.07 -0.02 0.11 0.06 0.03 0.12 0.08 0.03 -0.03
## self_aware -0.02 0.00 -0.05 0.15 0.10 -0.03 -0.02 0.03 -0.04 -0.10
## desires 0.03 0.11 0.06 0.01 -0.16 0.08 -0.04 0.49 -0.05 0.00
## embarrassed 0.03 0.01 0.03 -0.05 0.19 -0.05 0.06 0.01 -0.10 0.00
## emo_recog 0.00 0.19 0.13 0.08 -0.25 0.02 0.03 -0.04 0.00 -0.07
## joy 0.04 0.10 -0.05 -0.06 0.02 -0.09 0.03 -0.07 -0.17 -0.03
## morality 0.14 0.00 0.10 -0.07 0.04 0.33 -0.24 -0.14 -0.01 0.09
## personality -0.02 0.14 -0.11 -0.03 0.16 -0.03 0.02 0.03 0.07 -0.03
## pleasure 0.03 0.12 0.01 0.01 0.02 0.23 0.02 0.21 0.01 0.04
## pride 0.00 -0.02 -0.24 0.22 0.07 0.00 -0.02 0.01 0.00 0.06
## MR20 MR15 MR17 MR18 MR31 MR30 MR29 MR28 MR23 MR21
## happy -0.09 0.02 0.07 -0.09 0.01 0.00 -0.02 0.00 -0.03 -0.11
## depressed -0.02 0.05 -0.10 -0.07 0.00 0.00 -0.01 0.01 0.04 0.00
## fear -0.10 0.05 0.00 -0.06 0.22 -0.31 0.36 -0.03 -0.11 -0.02
## angry -0.05 -0.09 0.18 0.03 -0.01 0.01 0.00 0.00 -0.03 0.09
## calm 0.04 -0.05 -0.09 -0.06 0.00 0.01 0.00 0.01 -0.01 0.00
## sounds 0.09 0.06 0.00 0.01 0.11 0.01 -0.06 0.07 -0.16 -0.05
## seeing 0.02 -0.03 -0.03 0.04 -0.01 0.00 0.00 -0.01 0.01 0.07
## temperature 0.03 -0.10 0.17 -0.08 -0.01 -0.02 0.02 0.04 0.30 -0.12
## odors 0.00 -0.03 0.15 -0.14 -0.01 0.01 -0.02 -0.01 -0.28 -0.27
## depth -0.04 0.07 0.06 0.05 0.16 0.06 0.00 0.10 -0.02 -0.07
## computations 0.21 0.07 0.20 -0.06 0.05 0.24 0.22 -0.15 0.00 0.08
## thoughts -0.07 0.09 0.13 0.06 -0.01 0.00 0.00 -0.01 -0.01 -0.01
## reasoning 0.03 -0.05 0.07 0.01 0.00 -0.02 0.00 0.00 -0.01 0.02
## remembering 0.00 -0.05 0.08 0.15 0.14 0.10 -0.13 -0.03 0.04 -0.01
## beliefs -0.08 -0.03 0.03 -0.06 0.23 0.13 0.09 -0.09 0.03 0.06
## hungry -0.04 0.14 -0.03 0.00 0.01 0.01 -0.01 -0.01 -0.04 0.03
## tired -0.10 0.04 -0.06 -0.02 -0.04 -0.22 0.06 -0.11 0.13 0.00
## pain -0.10 0.06 -0.01 -0.06 -0.13 -0.20 0.14 -0.09 -0.03 -0.04
## nauseated 0.06 0.07 0.01 -0.01 0.06 -0.03 0.00 -0.02 0.02 0.10
## safe -0.03 -0.17 -0.06 0.04 -0.02 0.00 0.00 0.01 0.03 0.06
## love 0.05 -0.35 -0.08 0.11 0.00 -0.01 0.01 0.00 -0.05 0.01
## recognizing -0.05 0.01 0.05 0.06 0.21 0.17 0.04 -0.03 0.02 0.09
## communicating -0.03 0.00 0.01 0.03 -0.01 0.00 0.00 0.00 0.01 0.00
## guilt 0.10 0.00 0.14 0.11 0.00 -0.01 0.00 0.01 0.01 -0.16
## disrespected 0.01 -0.01 -0.03 0.01 0.00 0.00 -0.01 -0.02 0.02 -0.01
## free_will 0.10 0.01 -0.06 -0.08 -0.12 0.03 0.05 0.09 0.05 -0.14
## choices 0.05 0.07 0.00 0.08 0.34 -0.07 -0.21 0.25 0.05 0.08
## self_restraint -0.37 -0.03 -0.03 0.22 0.01 0.00 0.02 0.03 0.10 -0.10
## intentions 0.08 0.05 -0.06 -0.13 0.00 -0.01 0.00 -0.02 -0.01 -0.05
## goal 0.10 0.14 0.17 -0.01 0.04 0.06 -0.18 0.06 0.02 0.14
## conscious -0.13 -0.10 -0.13 0.05 0.04 0.23 0.10 -0.11 0.08 -0.08
## self_aware 0.06 -0.04 -0.03 -0.08 0.00 0.00 -0.01 0.00 0.00 0.01
## desires -0.02 0.06 0.10 -0.02 -0.10 0.05 0.05 0.29 0.04 0.05
## embarrassed -0.09 -0.04 0.19 -0.23 -0.01 -0.01 0.00 -0.02 -0.02 0.25
## emo_recog -0.12 0.18 -0.15 -0.10 -0.02 0.00 -0.01 -0.01 0.02 0.00
## joy 0.18 0.24 0.06 0.10 0.00 0.00 0.05 0.02 0.09 0.05
## morality 0.17 0.07 0.08 0.04 -0.01 -0.02 -0.01 0.09 -0.06 0.12
## personality -0.02 0.17 -0.08 0.29 -0.03 -0.01 0.00 -0.01 -0.18 0.10
## pleasure 0.09 0.05 0.14 0.12 -0.01 -0.07 -0.16 -0.29 0.17 -0.01
## pride 0.06 0.01 -0.13 -0.03 0.01 0.00 0.00 -0.01 0.00 -0.02
## MR33 MR32 MR22 MR36 MR34 MR35 MR37 MR38 MR39 h2
## happy 0.00 -0.01 0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.00 0.01 -0.03 0.00 -0.01 0.01 0.00 0.00 0.00 0.99
## fear 0.09 -0.04 0.05 0.02 -0.11 -0.10 0.04 -0.01 0.00 0.92
## angry -0.01 -0.01 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## calm 0.00 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## sounds -0.01 0.03 0.03 -0.11 0.09 0.07 0.28 0.35 -0.02 0.82
## seeing 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## temperature 0.00 -0.01 0.23 0.00 -0.01 -0.01 0.00 0.01 0.00 0.98
## odors 0.00 0.01 -0.17 0.00 0.02 0.00 -0.01 -0.02 0.00 0.98
## depth 0.05 0.00 0.04 -0.06 -0.03 0.14 -0.03 0.03 0.25 0.53
## computations 0.05 -0.10 0.00 -0.02 -0.01 0.10 -0.02 0.03 0.00 0.94
## thoughts 0.00 0.00 0.01 0.00 0.00 0.01 0.00 0.00 0.00 0.99
## reasoning 0.00 0.00 -0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## remembering -0.04 -0.02 0.01 0.38 -0.05 0.13 0.27 -0.13 0.01 0.83
## beliefs -0.19 0.11 0.11 0.01 0.32 -0.23 0.01 -0.04 0.00 0.90
## hungry 0.00 0.01 -0.04 0.00 -0.01 0.00 0.00 0.00 0.00 0.99
## tired 0.17 0.11 0.09 -0.10 0.28 0.29 0.05 -0.12 0.00 0.88
## pain -0.15 -0.04 -0.02 0.29 0.16 0.13 -0.21 0.19 0.00 0.84
## nauseated -0.01 0.12 -0.02 -0.03 0.01 -0.06 0.06 0.06 0.15 0.50
## safe 0.00 0.01 -0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## love 0.01 -0.01 -0.04 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## recognizing 0.10 0.44 0.11 0.04 -0.12 0.07 -0.09 0.04 -0.02 0.90
## communicating -0.01 0.00 -0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## guilt 0.00 0.00 0.04 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## disrespected 0.00 0.00 0.04 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## free_will 0.02 0.08 0.09 0.01 -0.01 -0.07 0.00 0.00 0.01 0.95
## choices -0.08 -0.13 0.00 -0.04 0.00 0.08 -0.09 -0.01 -0.01 0.93
## self_restraint 0.02 0.00 -0.16 0.00 0.00 -0.01 0.00 0.01 0.00 0.98
## intentions -0.01 0.00 0.04 0.00 -0.01 0.00 0.00 0.00 0.00 0.99
## goal 0.46 -0.10 0.00 0.10 0.13 -0.15 -0.04 0.04 0.00 0.89
## conscious 0.00 -0.16 0.13 -0.03 0.00 0.01 -0.01 -0.01 0.00 0.95
## self_aware 0.00 0.00 0.01 0.00 0.01 0.00 0.00 0.00 0.00 0.99
## desires -0.02 0.04 -0.07 0.00 0.00 -0.01 0.02 -0.02 0.00 0.96
## embarrassed -0.01 -0.01 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 0.99
## emo_recog 0.00 -0.01 0.02 0.00 0.00 -0.01 0.00 0.00 0.00 0.99
## joy -0.01 -0.01 -0.18 0.00 0.01 0.00 0.00 0.00 0.00 0.99
## morality 0.00 0.01 0.06 0.00 0.01 -0.01 0.00 0.00 0.00 0.98
## personality 0.00 -0.01 0.22 0.00 0.00 -0.01 0.00 0.00 0.00 0.99
## pleasure -0.02 0.02 -0.09 -0.02 -0.04 -0.05 0.00 0.01 0.00 0.97
## pride 0.00 0.00 -0.04 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## u2 com
## happy 0.0059 1.9
## depressed 0.0058 2.6
## fear 0.0753 5.7
## angry 0.0094 4.0
## calm 0.0051 2.9
## sounds 0.1786 4.4
## seeing 0.0051 2.6
## temperature 0.0204 5.9
## odors 0.0191 5.3
## depth 0.4704 6.9
## computations 0.0629 7.6
## thoughts 0.0067 2.6
## reasoning 0.0069 2.8
## remembering 0.1662 5.1
## beliefs 0.1033 5.0
## hungry 0.0085 3.6
## tired 0.1158 5.5
## pain 0.1565 7.3
## nauseated 0.4958 2.2
## safe 0.0079 4.8
## love 0.0086 2.9
## recognizing 0.1027 3.7
## communicating 0.0050 4.5
## guilt 0.0073 3.7
## disrespected 0.0068 4.4
## free_will 0.0451 6.3
## choices 0.0737 5.6
## self_restraint 0.0164 3.9
## intentions 0.0088 6.3
## goal 0.1068 5.9
## conscious 0.0550 5.7
## self_aware 0.0062 2.8
## desires 0.0426 3.5
## embarrassed 0.0105 4.3
## emo_recog 0.0086 2.6
## joy 0.0106 2.4
## morality 0.0239 4.7
## personality 0.0127 2.2
## pleasure 0.0336 3.3
## pride 0.0056 3.4
##
## MR1 MR2 MR3 MR4 MR5 MR7 MR6 MR10 MR8 MR9
## SS loadings 15.19 5.53 1.32 0.99 0.87 0.70 0.70 0.63 0.58 0.57
## Proportion Var 0.38 0.14 0.03 0.02 0.02 0.02 0.02 0.02 0.01 0.01
## Cumulative Var 0.38 0.52 0.55 0.58 0.60 0.61 0.63 0.65 0.66 0.68
## Proportion Explained 0.41 0.15 0.04 0.03 0.02 0.02 0.02 0.02 0.02 0.02
## Cumulative Proportion 0.41 0.55 0.59 0.61 0.64 0.66 0.67 0.69 0.71 0.72
## MR27 MR19 MR12 MR11 MR16 MR24 MR26 MR25 MR14 MR13
## SS loadings 0.50 0.46 0.45 0.45 0.44 0.44 0.43 0.43 0.43 0.42
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.69 0.70 0.71 0.72 0.73 0.75 0.76 0.77 0.78 0.79
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.74 0.75 0.76 0.77 0.78 0.80 0.81 0.82 0.83 0.84
## MR20 MR15 MR17 MR18 MR31 MR30 MR29 MR28 MR23 MR21
## SS loadings 0.41 0.41 0.40 0.39 0.38 0.38 0.35 0.34 0.34 0.33
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.80 0.81 0.82 0.83 0.84 0.85 0.86 0.86 0.87 0.88
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.85 0.86 0.87 0.88 0.89 0.90 0.91 0.92 0.93 0.94
## MR33 MR32 MR22 MR36 MR34 MR35 MR37 MR38 MR39
## SS loadings 0.33 0.31 0.29 0.27 0.27 0.26 0.22 0.20 0.09
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00
## Cumulative Var 0.89 0.90 0.90 0.91 0.92 0.92 0.93 0.93 0.94
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
## Cumulative Proportion 0.95 0.96 0.97 0.97 0.98 0.99 0.99 1.00 1.00
##
## Mean item complexity = 4.3
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 29.93 with Chi Square of 5592.38
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 202 with the empirical chi square 0 with prob < NA
## The total number of observations was 202 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.193
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3 MR4 MR5 MR7
## Correlation of scores with factors 1 1 1.00 1.00 1.00 0.99
## Multiple R square of scores with factors 1 1 0.99 0.99 0.99 0.99
## Minimum correlation of possible factor scores 1 1 0.99 0.98 0.98 0.97
## MR6 MR10 MR8 MR9 MR27
## Correlation of scores with factors 0.99 0.99 0.99 0.99 0.95
## Multiple R square of scores with factors 0.99 0.98 0.99 0.99 0.90
## Minimum correlation of possible factor scores 0.98 0.97 0.97 0.97 0.79
## MR19 MR12 MR11 MR16 MR24
## Correlation of scores with factors 0.98 0.99 0.99 0.99 0.96
## Multiple R square of scores with factors 0.96 0.98 0.98 0.97 0.93
## Minimum correlation of possible factor scores 0.92 0.96 0.96 0.94 0.86
## MR26 MR25 MR14 MR13 MR20
## Correlation of scores with factors 0.96 0.96 0.99 0.99 0.98
## Multiple R square of scores with factors 0.92 0.92 0.98 0.98 0.96
## Minimum correlation of possible factor scores 0.83 0.83 0.96 0.96 0.92
## MR15 MR17 MR18 MR31 MR30
## Correlation of scores with factors 0.99 0.98 0.98 0.90 0.91
## Multiple R square of scores with factors 0.97 0.97 0.97 0.82 0.83
## Minimum correlation of possible factor scores 0.95 0.94 0.94 0.63 0.66
## MR29 MR28 MR23 MR21 MR33
## Correlation of scores with factors 0.92 0.94 0.97 0.98 0.87
## Multiple R square of scores with factors 0.84 0.88 0.94 0.96 0.76
## Minimum correlation of possible factor scores 0.68 0.76 0.88 0.91 0.52
## MR32 MR22 MR36 MR34 MR35
## Correlation of scores with factors 0.88 0.97 0.80 0.85 0.84
## Multiple R square of scores with factors 0.77 0.94 0.64 0.71 0.71
## Minimum correlation of possible factor scores 0.55 0.89 0.27 0.43 0.42
## MR37 MR38 MR39
## Correlation of scores with factors 0.77 0.74 0.40
## Multiple R square of scores with factors 0.59 0.55 0.16
## Minimum correlation of possible factor scores 0.18 0.11 -0.68
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_beetle, nfactors = nfactors_d2_beetle, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.62 0.35 0.66 0.34 1.6
## depressed 0.76 0.08 0.62 0.38 1.0
## fear 0.14 0.64 0.48 0.52 1.1
## angry 0.45 0.35 0.43 0.57 1.9
## calm 0.37 0.55 0.58 0.42 1.8
## sounds -0.13 0.75 0.51 0.49 1.1
## seeing -0.23 0.80 0.56 0.44 1.2
## temperature -0.19 0.70 0.43 0.57 1.1
## odors -0.14 0.72 0.48 0.52 1.1
## depth 0.06 0.51 0.28 0.72 1.0
## computations 0.61 -0.04 0.36 0.64 1.0
## thoughts 0.53 0.39 0.58 0.42 1.8
## reasoning 0.60 0.23 0.50 0.50 1.3
## remembering 0.21 0.56 0.43 0.57 1.3
## beliefs 0.72 -0.07 0.49 0.51 1.0
## hungry -0.30 0.71 0.46 0.54 1.3
## tired 0.12 0.67 0.51 0.49 1.1
## pain -0.06 0.67 0.43 0.57 1.0
## nauseated 0.40 0.34 0.37 0.63 1.9
## safe 0.23 0.57 0.46 0.54 1.3
## love 0.75 0.07 0.60 0.40 1.0
## recognizing 0.47 0.34 0.44 0.56 1.8
## communicating 0.09 0.66 0.48 0.52 1.0
## guilt 0.88 -0.20 0.70 0.30 1.1
## disrespected 0.74 -0.09 0.51 0.49 1.0
## free_will 0.16 0.54 0.37 0.63 1.2
## choices 0.17 0.64 0.51 0.49 1.1
## self_restraint 0.68 0.07 0.50 0.50 1.0
## intentions 0.13 0.61 0.44 0.56 1.1
## goal 0.07 0.61 0.41 0.59 1.0
## conscious 0.12 0.62 0.44 0.56 1.1
## self_aware 0.52 0.34 0.50 0.50 1.7
## desires 0.40 0.45 0.48 0.52 2.0
## embarrassed 0.85 -0.22 0.65 0.35 1.1
## emo_recog 0.80 0.05 0.67 0.33 1.0
## joy 0.56 0.39 0.61 0.39 1.8
## morality 0.78 -0.12 0.56 0.44 1.0
## personality 0.66 0.29 0.65 0.35 1.4
## pleasure 0.43 0.48 0.55 0.45 2.0
## pride 0.81 -0.09 0.62 0.38 1.0
##
## MR1 MR2
## SS loadings 10.66 9.70
## Proportion Var 0.27 0.24
## Cumulative Var 0.27 0.51
## Proportion Explained 0.52 0.48
## Cumulative Proportion 0.52 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.33
## MR2 0.33 1.00
##
## Mean item complexity = 1.3
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 29.93 with Chi Square of 5592.38
## The degrees of freedom for the model are 701 and the objective function was 6.75
##
## The root mean square of the residuals (RMSR) is 0.05
## The df corrected root mean square of the residuals is 0.05
##
## The harmonic number of observations is 202 with the empirical chi square 735.39 with prob < 0.18
## The total number of observations was 202 with MLE Chi Square = 1251.92 with prob < 1.2e-33
##
## Tucker Lewis Index of factoring reliability = 0.872
## RMSEA index = 0.068 and the 90 % confidence intervals are 0.057 NA
## BIC = -2469.17
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.98 0.97
## Multiple R square of scores with factors 0.96 0.95
## Minimum correlation of possible factor scores 0.92 0.89
back to TOC
Factor 1
Study 2, BEETLE condition: Rotated Factor 1
| guilt |
0.8803545 |
| embarrassed |
0.8542553 |
| pride |
0.8134527 |
| emo_recog |
0.8016504 |
| morality |
0.7796767 |
| depressed |
0.7579188 |
| love |
0.7475632 |
| disrespected |
0.7378570 |
| beliefs |
0.7237554 |
| self_restraint |
0.6782371 |
| personality |
0.6622739 |
| happy |
0.6247966 |
| computations |
0.6148052 |
| reasoning |
0.5981875 |
| joy |
0.5595771 |
| thoughts |
0.5322581 |
| self_aware |
0.5203008 |
| recognizing |
0.4713972 |
| angry |
0.4472759 |
| pleasure |
0.4348482 |
| nauseated |
0.4041003 |
| desires |
0.4037717 |
| calm |
0.3731078 |
| safe |
0.2282987 |
| remembering |
0.2128353 |
| choices |
0.1723475 |
| free_will |
0.1553498 |
| fear |
0.1365334 |
| intentions |
0.1298634 |
| tired |
0.1208708 |
| conscious |
0.1178029 |
| communicating |
0.0861402 |
| goal |
0.0719750 |
| depth |
0.0557840 |
| pain |
-0.0555170 |
| sounds |
-0.1254721 |
| odors |
-0.1419015 |
| temperature |
-0.1855424 |
| seeing |
-0.2252028 |
| hungry |
-0.3005706 |
Factor 2
Study 2, BEETLE condition: Rotated Factor 2
| seeing |
0.7955594 |
| sounds |
0.7456164 |
| odors |
0.7248234 |
| hungry |
0.7141059 |
| temperature |
0.6961565 |
| pain |
0.6724988 |
| tired |
0.6683506 |
| communicating |
0.6559583 |
| fear |
0.6369419 |
| choices |
0.6367620 |
| conscious |
0.6160587 |
| goal |
0.6141723 |
| intentions |
0.6118067 |
| safe |
0.5707932 |
| remembering |
0.5551369 |
| calm |
0.5524617 |
| free_will |
0.5412922 |
| depth |
0.5052081 |
| pleasure |
0.4770327 |
| desires |
0.4469858 |
| thoughts |
0.3920599 |
| joy |
0.3911016 |
| angry |
0.3532373 |
| happy |
0.3521854 |
| nauseated |
0.3410370 |
| recognizing |
0.3380248 |
| self_aware |
0.3379393 |
| personality |
0.2906303 |
| reasoning |
0.2260208 |
| depressed |
0.0840683 |
| self_restraint |
0.0740691 |
| love |
0.0740191 |
| emo_recog |
0.0526682 |
| computations |
-0.0433805 |
| beliefs |
-0.0706573 |
| disrespected |
-0.0923191 |
| pride |
-0.0935499 |
| morality |
-0.1178541 |
| guilt |
-0.1977198 |
| embarrassed |
-0.2160513 |
EFA: ROBOT condition
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_robot, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR9 MR11 MR12 MR10 MR6 MR18 MR2 MR3 MR19
## happy 0.87 0.00 0.00 0.00 0.05 -0.04 0.00 -0.07 0.08 -0.01
## depressed 0.91 -0.09 -0.08 0.02 0.09 0.14 0.00 -0.13 -0.22 0.01
## fear 0.91 0.07 -0.04 0.02 0.02 0.12 0.01 0.13 0.04 0.00
## angry 0.87 0.09 -0.05 0.00 -0.04 0.00 0.01 0.09 0.09 0.00
## calm 0.55 0.16 0.10 0.04 0.04 -0.02 0.22 0.15 0.20 -0.14
## sounds -0.08 0.43 0.26 0.33 0.26 0.14 -0.18 0.17 0.12 -0.30
## seeing 0.14 0.35 0.43 0.31 0.30 0.17 -0.11 0.13 0.16 0.02
## temperature 0.03 0.27 0.33 0.28 0.36 0.19 -0.15 0.05 0.15 -0.04
## odors 0.15 0.29 0.26 0.26 0.34 0.13 -0.13 0.01 0.07 0.11
## depth 0.06 0.28 0.23 0.26 0.23 0.21 -0.24 0.02 0.12 0.04
## computations -0.19 0.32 0.28 0.26 0.23 0.28 -0.19 0.07 0.15 -0.34
## thoughts 0.58 0.10 0.17 0.09 -0.04 0.11 0.34 0.12 0.15 -0.01
## reasoning 0.26 0.31 0.29 0.27 0.13 0.17 0.00 0.05 0.12 0.24
## remembering 0.04 0.35 0.34 0.36 0.29 0.20 -0.08 0.10 0.12 -0.16
## beliefs 0.65 0.15 0.03 0.14 -0.02 0.20 0.08 -0.10 0.09 -0.07
## hungry 0.87 0.06 -0.06 -0.03 0.15 -0.13 -0.01 -0.36 0.05 0.00
## tired 0.80 0.23 0.00 -0.15 -0.03 -0.02 0.00 -0.04 0.18 -0.01
## pain 0.87 -0.12 -0.01 0.06 0.07 -0.06 0.02 -0.31 0.02 -0.01
## nauseated 0.86 -0.01 0.20 0.01 -0.21 0.01 0.00 -0.38 0.00 0.00
## safe 0.71 0.17 0.03 -0.05 0.08 -0.11 0.17 0.15 0.13 0.03
## love 0.89 -0.03 -0.04 0.14 0.00 -0.14 0.02 0.18 0.00 0.01
## recognizing 0.16 0.35 0.32 0.27 0.31 0.18 -0.08 0.09 0.12 -0.05
## communicating 0.08 0.31 0.35 0.32 0.27 0.25 -0.10 0.11 0.10 -0.11
## guilt 0.90 -0.17 0.03 0.10 -0.05 0.14 -0.02 0.15 -0.20 -0.02
## disrespected 0.88 -0.04 0.07 -0.13 0.16 -0.07 0.01 0.10 -0.05 -0.01
## free_will 0.52 0.06 0.01 0.16 -0.06 0.14 0.24 -0.02 -0.01 -0.04
## choices 0.11 0.34 0.24 0.38 0.24 0.14 0.02 0.10 0.20 0.06
## self_restraint 0.39 0.16 0.16 0.26 0.06 0.13 0.11 0.06 0.16 0.15
## intentions 0.48 0.23 0.13 0.15 0.07 0.16 0.20 0.10 0.07 0.03
## goal 0.13 0.33 0.37 0.32 0.30 0.16 0.10 0.17 0.14 0.01
## conscious 0.62 0.14 -0.01 0.12 -0.04 0.00 0.54 0.12 0.08 -0.09
## self_aware 0.52 0.22 0.12 0.16 0.02 0.14 0.33 0.20 0.00 0.03
## desires 0.84 -0.03 -0.09 -0.04 -0.08 0.26 -0.02 -0.01 0.35 0.00
## embarrassed 0.86 0.18 -0.01 -0.06 -0.11 -0.07 -0.01 0.05 -0.38 0.01
## emo_recog 0.56 0.15 0.18 0.15 0.20 0.11 -0.06 0.05 0.15 0.47
## joy 0.88 -0.12 0.17 -0.16 0.05 0.05 0.00 0.27 0.04 0.00
## morality 0.44 0.16 0.18 0.21 0.10 0.20 0.04 0.10 0.15 0.47
## personality 0.52 -0.01 0.29 0.14 0.06 0.18 0.11 0.15 0.11 0.13
## pleasure 0.86 -0.06 -0.01 0.06 -0.08 -0.32 -0.04 0.20 0.19 0.00
## pride 0.93 0.10 -0.09 0.02 -0.03 0.08 -0.03 0.06 -0.08 -0.01
## MR7 MR20 MR4 MR5 MR21 MR23 MR22 MR8 MR25 MR24
## happy -0.05 0.01 0.23 -0.35 0.00 0.00 0.01 0.14 0.00 -0.01
## depressed 0.07 -0.01 0.01 -0.08 0.00 0.00 0.00 -0.01 0.00 0.01
## fear -0.02 0.00 -0.06 -0.17 0.00 0.01 0.00 -0.24 0.00 0.00
## angry -0.02 0.00 -0.38 0.06 0.00 0.00 0.00 0.19 0.00 0.00
## calm 0.05 -0.12 0.13 -0.21 -0.06 -0.09 -0.14 0.15 0.28 0.23
## sounds 0.08 0.06 0.03 0.05 0.20 -0.10 0.01 0.17 -0.02 -0.04
## seeing 0.11 -0.37 0.02 0.08 -0.25 0.03 -0.15 0.06 -0.12 0.00
## temperature 0.10 0.27 0.00 0.05 -0.07 0.03 -0.08 0.04 -0.02 0.04
## odors 0.24 0.50 -0.09 0.03 -0.28 0.06 -0.08 0.03 0.05 0.04
## depth 0.16 0.24 -0.05 0.11 0.05 0.17 0.05 -0.02 -0.15 0.09
## computations 0.10 0.05 0.00 0.11 0.34 0.09 0.01 0.15 -0.01 0.15
## thoughts 0.20 0.02 0.12 -0.07 -0.06 0.07 0.28 -0.07 -0.07 0.02
## reasoning 0.20 0.04 0.05 0.08 -0.01 -0.08 -0.04 -0.06 0.27 0.06
## remembering 0.05 -0.13 0.06 0.04 0.07 0.02 0.01 0.08 0.16 -0.14
## beliefs 0.01 -0.08 0.00 -0.02 -0.14 -0.19 0.21 0.03 0.19 0.14
## hungry -0.07 0.00 -0.04 -0.12 0.00 0.00 0.00 0.01 0.00 0.00
## tired -0.11 0.00 -0.25 0.04 0.01 0.01 0.00 -0.27 0.01 -0.01
## pain 0.13 0.01 -0.19 0.16 0.00 0.00 0.00 0.01 0.00 -0.01
## nauseated -0.09 0.00 0.07 0.04 0.00 0.00 0.00 -0.05 0.00 0.00
## safe 0.03 0.00 0.03 0.01 0.02 -0.20 0.02 -0.13 -0.20 0.31
## love -0.26 0.00 0.08 0.17 0.00 0.00 0.00 0.07 0.00 0.00
## recognizing 0.14 -0.04 0.03 0.10 -0.06 -0.08 0.04 0.05 -0.06 -0.02
## communicating 0.23 -0.13 0.03 0.01 0.00 -0.12 0.05 0.06 -0.07 -0.22
## guilt 0.01 0.01 -0.11 -0.05 0.00 -0.01 0.00 -0.07 0.00 0.00
## disrespected 0.05 0.00 0.18 0.30 0.00 0.00 0.00 -0.06 0.00 0.00
## free_will 0.16 -0.12 0.00 0.05 -0.10 0.46 0.01 0.00 0.05 0.15
## choices 0.19 -0.11 0.04 0.06 0.05 -0.12 0.09 0.07 0.17 -0.06
## self_restraint 0.21 -0.04 -0.02 -0.06 -0.11 -0.07 0.26 -0.06 -0.02 0.05
## intentions 0.17 -0.02 0.13 0.10 -0.03 0.09 0.41 0.06 0.04 -0.04
## goal 0.19 0.02 -0.02 0.01 -0.13 -0.09 0.06 0.13 -0.08 -0.04
## conscious 0.20 0.08 0.23 -0.10 0.04 -0.03 -0.16 -0.03 -0.02 -0.08
## self_aware 0.17 0.11 0.17 0.02 0.09 0.04 0.08 0.02 -0.03 -0.09
## desires 0.11 0.00 0.17 0.13 0.00 0.00 -0.01 0.09 0.00 0.00
## embarrassed 0.16 0.00 0.05 0.00 0.00 0.00 0.00 0.11 0.00 0.00
## emo_recog 0.12 -0.01 0.05 0.01 0.23 -0.04 -0.07 -0.06 0.04 0.02
## joy -0.09 0.01 -0.13 -0.13 0.00 0.00 0.00 0.09 0.00 0.00
## morality 0.20 -0.01 0.07 0.05 0.16 -0.05 0.02 -0.04 -0.03 -0.08
## personality 0.13 -0.19 -0.06 -0.03 0.17 0.25 -0.08 0.16 0.01 0.10
## pleasure 0.20 0.00 0.04 -0.09 0.00 0.00 0.00 -0.09 0.00 0.00
## pride -0.12 0.01 0.14 0.11 -0.01 0.00 0.00 -0.05 0.00 0.00
## MR26 MR14 MR27 MR29 MR28 MR17 MR13 MR15 MR30 MR31
## happy 0.00 -0.10 0.00 0.00 0.00 0.06 0.08 -0.04 0.00 0.00
## depressed 0.00 0.06 0.00 0.00 0.00 -0.12 0.05 0.04 0.00 0.00
## fear 0.00 -0.14 0.00 0.00 0.00 -0.06 -0.03 -0.01 0.00 0.00
## angry 0.00 -0.09 0.00 0.00 0.00 0.00 -0.07 0.06 0.00 0.00
## calm 0.20 0.02 0.04 0.01 0.04 0.10 -0.02 0.02 0.01 0.03
## sounds -0.04 0.07 -0.10 -0.04 0.16 -0.13 0.09 -0.04 -0.08 0.06
## seeing -0.01 0.06 0.03 0.01 -0.02 0.02 0.06 -0.05 -0.03 -0.07
## temperature 0.18 -0.01 0.02 -0.15 0.19 -0.14 0.03 -0.01 0.03 0.07
## odors -0.09 0.03 -0.03 0.02 -0.05 -0.05 -0.06 -0.09 0.03 0.01
## depth 0.22 0.04 0.18 0.19 -0.11 0.02 0.06 0.00 -0.18 -0.01
## computations -0.06 0.07 0.02 -0.03 -0.11 -0.11 -0.04 0.09 0.02 -0.14
## thoughts -0.08 0.21 0.11 -0.12 -0.02 0.04 0.00 0.06 -0.16 0.12
## reasoning -0.16 0.03 0.16 -0.11 -0.04 0.01 0.03 0.03 0.02 -0.11
## remembering -0.08 0.12 -0.07 0.15 0.03 0.01 0.04 0.04 0.00 0.13
## beliefs -0.06 0.06 0.02 0.13 -0.08 -0.03 -0.01 -0.09 -0.09 0.00
## hungry 0.00 0.11 0.00 0.00 0.00 0.02 -0.18 -0.01 0.00 0.00
## tired 0.00 0.11 0.00 0.00 0.00 0.05 0.17 -0.16 0.00 0.00
## pain 0.00 -0.04 0.00 0.00 0.00 0.03 0.16 0.00 0.00 0.00
## nauseated 0.00 -0.04 0.00 0.00 0.00 -0.04 -0.04 0.03 0.00 0.00
## safe -0.07 -0.09 -0.06 0.01 0.01 0.12 0.12 0.02 0.07 0.05
## love 0.00 0.02 0.00 0.00 0.00 -0.06 0.03 -0.10 0.00 0.00
## recognizing -0.01 0.09 -0.11 0.25 0.08 -0.08 0.01 0.06 0.00 0.09
## communicating 0.02 0.08 0.02 -0.08 -0.24 -0.05 0.01 0.01 0.15 0.12
## guilt 0.00 0.04 0.00 0.00 0.00 0.11 -0.09 -0.07 0.00 0.00
## disrespected 0.00 -0.10 0.00 0.00 0.00 0.02 -0.07 -0.01 0.00 0.00
## free_will -0.11 0.07 -0.24 -0.03 -0.03 0.01 -0.03 0.07 0.05 0.04
## choices -0.09 0.15 0.01 -0.10 0.04 -0.03 0.02 -0.02 -0.01 0.02
## self_restraint 0.02 -0.03 0.05 0.02 -0.01 0.01 -0.04 -0.07 0.11 -0.07
## intentions 0.23 -0.02 -0.17 0.02 0.02 0.03 -0.07 0.07 0.06 -0.13
## goal 0.13 0.06 -0.02 -0.16 0.09 0.03 -0.01 -0.04 0.02 -0.09
## conscious 0.02 0.18 -0.03 0.02 -0.04 0.00 -0.04 0.08 -0.04 -0.03
## self_aware -0.03 0.09 0.20 0.14 0.07 0.02 -0.08 0.08 0.22 0.01
## desires 0.00 0.04 0.00 0.00 0.00 -0.01 -0.03 -0.07 0.00 0.00
## embarrassed 0.00 0.01 0.00 0.00 0.00 -0.01 0.01 -0.08 0.00 0.00
## emo_recog 0.11 -0.05 -0.10 -0.02 -0.13 0.13 0.03 0.11 -0.02 0.08
## joy 0.00 0.09 0.00 0.00 0.00 -0.03 0.05 0.05 0.00 0.00
## morality -0.14 0.10 -0.05 0.05 0.14 0.08 0.09 0.01 -0.06 -0.13
## personality 0.00 0.01 0.16 0.00 0.12 0.19 0.05 0.07 0.04 0.08
## pleasure 0.00 0.05 0.00 0.00 0.00 -0.02 -0.01 0.06 0.00 0.00
## pride 0.00 0.05 0.00 0.00 0.00 0.07 0.06 0.19 0.00 0.00
## MR32 MR16 MR33 MR34 MR35 MR36 MR37 MR38 MR39 h2
## happy 0.00 0.05 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.00 0.13 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## fear 0.00 -0.10 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## angry 0.00 0.07 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## calm -0.03 0.04 -0.01 0.02 -0.10 0.00 0.05 0.04 -0.03 0.81
## sounds 0.07 0.06 -0.16 0.00 0.03 0.02 0.03 -0.01 -0.03 0.82
## seeing 0.02 -0.06 -0.05 0.03 -0.02 -0.01 -0.03 -0.01 0.00 0.89
## temperature -0.04 0.00 0.08 0.14 -0.01 0.07 -0.08 -0.02 0.05 0.74
## odors -0.06 0.07 -0.05 -0.02 0.01 -0.03 0.02 0.00 -0.02 0.86
## depth 0.10 0.05 0.03 0.02 0.03 -0.05 0.05 0.03 0.00 0.72
## computations -0.05 -0.02 0.04 -0.01 -0.03 0.02 -0.03 0.01 0.01 0.85
## thoughts -0.01 -0.07 0.00 -0.01 -0.08 0.01 -0.01 0.00 -0.01 0.84
## reasoning 0.18 0.00 0.01 -0.02 -0.03 0.03 0.07 -0.09 0.03 0.71
## remembering -0.08 0.00 0.01 -0.07 -0.10 -0.12 -0.06 -0.02 0.06 0.74
## beliefs -0.10 -0.09 0.01 0.04 0.12 0.06 -0.08 -0.02 -0.02 0.79
## hungry 0.00 -0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## tired 0.00 0.14 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## pain 0.00 -0.09 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## nauseated 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## safe 0.01 -0.02 0.01 0.02 0.00 -0.05 0.01 -0.01 0.01 0.88
## love 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## recognizing 0.08 0.00 0.16 -0.07 -0.01 0.13 0.08 -0.01 0.01 0.71
## communicating -0.08 0.09 0.03 0.07 0.01 0.02 0.08 0.00 -0.02 0.78
## guilt 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## disrespected 0.00 0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## free_will 0.08 0.06 0.03 0.02 0.01 0.04 0.00 0.03 -0.01 0.77
## choices 0.15 -0.01 0.10 0.07 0.13 -0.12 0.00 0.09 0.02 0.70
## self_restraint -0.03 -0.02 -0.20 -0.07 0.00 0.10 0.03 0.10 0.11 0.61
## intentions 0.00 -0.06 -0.04 0.05 0.00 -0.06 0.03 -0.06 0.00 0.77
## goal -0.03 0.08 0.10 -0.21 0.03 -0.01 -0.03 0.01 -0.03 0.76
## conscious -0.01 0.04 -0.01 0.01 0.02 0.00 0.00 0.00 0.01 0.94
## self_aware 0.10 -0.02 -0.03 0.01 -0.03 0.01 -0.09 0.01 -0.05 0.79
## desires 0.00 -0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## embarrassed 0.00 -0.07 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## emo_recog 0.03 -0.01 -0.03 -0.03 0.00 0.03 -0.06 0.00 -0.01 0.87
## joy 0.00 -0.08 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## morality -0.12 0.03 0.04 0.08 -0.06 0.01 0.04 0.03 -0.02 0.81
## personality -0.13 0.06 -0.02 -0.04 0.12 -0.01 0.05 -0.03 0.01 0.80
## pleasure 0.00 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## pride 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## u2 com
## happy 0.0051 1.7
## depressed 0.0053 1.4
## fear 0.0050 1.4
## angry 0.0050 1.7
## calm 0.1934 5.9
## sounds 0.1754 9.9
## seeing 0.1117 8.3
## temperature 0.2575 10.5
## odors 0.1443 7.3
## depth 0.2792 15.5
## computations 0.1506 12.0
## thoughts 0.1555 5.0
## reasoning 0.2914 12.3
## remembering 0.2580 9.6
## beliefs 0.2140 3.3
## hungry 0.0054 1.7
## tired 0.0112 2.3
## pain 0.0050 1.7
## nauseated 0.0050 1.7
## safe 0.1218 2.8
## love 0.0051 1.6
## recognizing 0.2903 10.3
## communicating 0.2176 11.5
## guilt 0.0051 1.5
## disrespected 0.0051 1.6
## free_will 0.2290 4.7
## choices 0.2996 10.3
## self_restraint 0.3929 9.3
## intentions 0.2261 6.6
## goal 0.2445 10.1
## conscious 0.0648 3.6
## self_aware 0.2098 6.3
## desires 0.0050 1.9
## embarrassed 0.0050 1.7
## emo_recog 0.1347 4.7
## joy 0.0058 1.6
## morality 0.1943 6.8
## personality 0.1958 6.8
## pleasure 0.0050 1.8
## pride 0.0050 1.3
##
## MR1 MR9 MR11 MR12 MR10 MR6 MR18 MR2 MR3 MR19
## SS loadings 16.18 1.78 1.54 1.49 1.14 0.95 0.95 0.90 0.85 0.84
## Proportion Var 0.40 0.04 0.04 0.04 0.03 0.02 0.02 0.02 0.02 0.02
## Cumulative Var 0.40 0.45 0.49 0.52 0.55 0.58 0.60 0.62 0.64 0.67
## Proportion Explained 0.46 0.05 0.04 0.04 0.03 0.03 0.03 0.03 0.02 0.02
## Cumulative Proportion 0.46 0.52 0.56 0.60 0.64 0.66 0.69 0.72 0.74 0.76
## MR7 MR20 MR4 MR5 MR21 MR23 MR22 MR8 MR25 MR24
## SS loadings 0.82 0.67 0.58 0.52 0.50 0.49 0.48 0.42 0.35 0.34
## Proportion Var 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.69 0.70 0.72 0.73 0.74 0.75 0.77 0.78 0.79 0.79
## Proportion Explained 0.02 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.79 0.81 0.82 0.84 0.85 0.87 0.88 0.89 0.90 0.91
## MR26 MR14 MR27 MR29 MR28 MR17 MR13 MR15 MR30 MR31
## SS loadings 0.30 0.28 0.27 0.26 0.23 0.20 0.19 0.18 0.17 0.16
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00
## Cumulative Var 0.80 0.81 0.82 0.82 0.83 0.83 0.84 0.84 0.85 0.85
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00
## Cumulative Proportion 0.92 0.93 0.94 0.94 0.95 0.96 0.96 0.97 0.97 0.98
## MR32 MR16 MR33 MR34 MR35 MR36 MR37 MR38 MR39
## SS loadings 0.16 0.14 0.13 0.10 0.08 0.08 0.06 0.04 0.03
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.85 0.86 0.86 0.86 0.87 0.87 0.87 0.87 0.87
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.98 0.99 0.99 0.99 0.99 1.00 1.00 1.00 1.00
##
## Mean item complexity = 5.5
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 38.55 with Chi Square of 7279.24
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 204 with the empirical chi square 0 with prob < NA
## The total number of observations was 204 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.142
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR9 MR11 MR12 MR10
## Correlation of scores with factors 1 0.99 0.98 0.98 0.99
## Multiple R square of scores with factors 1 0.97 0.97 0.96 0.97
## Minimum correlation of possible factor scores 1 0.95 0.93 0.92 0.94
## MR6 MR18 MR2 MR3 MR19
## Correlation of scores with factors 0.99 0.95 1.00 0.99 0.92
## Multiple R square of scores with factors 0.98 0.90 0.99 0.99 0.84
## Minimum correlation of possible factor scores 0.97 0.80 0.98 0.98 0.68
## MR7 MR20 MR4 MR5 MR21
## Correlation of scores with factors 0.99 0.90 0.99 0.99 0.87
## Multiple R square of scores with factors 0.98 0.81 0.99 0.99 0.76
## Minimum correlation of possible factor scores 0.96 0.62 0.97 0.97 0.53
## MR23 MR22 MR8 MR25 MR24
## Correlation of scores with factors 0.84 0.85 0.99 0.80 0.82
## Multiple R square of scores with factors 0.71 0.72 0.98 0.63 0.67
## Minimum correlation of possible factor scores 0.41 0.44 0.95 0.27 0.35
## MR26 MR14 MR27 MR29 MR28
## Correlation of scores with factors 0.76 0.97 0.75 0.72 0.73
## Multiple R square of scores with factors 0.58 0.95 0.56 0.51 0.54
## Minimum correlation of possible factor scores 0.16 0.90 0.12 0.02 0.07
## MR17 MR13 MR15 MR30 MR31
## Correlation of scores with factors 0.96 0.98 0.97 0.68 0.68
## Multiple R square of scores with factors 0.91 0.96 0.95 0.46 0.46
## Minimum correlation of possible factor scores 0.83 0.91 0.89 -0.08 -0.09
## MR32 MR16 MR33 MR34
## Correlation of scores with factors 0.64 0.97 0.59 0.55
## Multiple R square of scores with factors 0.41 0.94 0.35 0.30
## Minimum correlation of possible factor scores -0.18 0.87 -0.31 -0.40
## MR35 MR36 MR37 MR38
## Correlation of scores with factors 0.53 0.48 0.47 0.34
## Multiple R square of scores with factors 0.28 0.23 0.22 0.11
## Minimum correlation of possible factor scores -0.44 -0.53 -0.56 -0.77
## MR39
## Correlation of scores with factors 0.30
## Multiple R square of scores with factors 0.09
## Minimum correlation of possible factor scores -0.82
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_robot, nfactors = nfactors_d2_robot, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.86 -0.03 0.74 0.26 1.0
## depressed 0.92 -0.08 0.82 0.18 1.0
## fear 0.91 0.01 0.83 0.17 1.0
## angry 0.86 0.01 0.73 0.27 1.0
## calm 0.53 0.21 0.36 0.64 1.3
## sounds -0.19 0.71 0.49 0.51 1.1
## seeing 0.04 0.73 0.54 0.46 1.0
## temperature -0.07 0.66 0.42 0.58 1.0
## odors 0.07 0.57 0.35 0.65 1.0
## depth -0.03 0.56 0.31 0.69 1.0
## computations -0.29 0.65 0.44 0.56 1.4
## thoughts 0.57 0.26 0.44 0.56 1.4
## reasoning 0.19 0.57 0.40 0.60 1.2
## remembering -0.06 0.73 0.52 0.48 1.0
## beliefs 0.63 0.19 0.47 0.53 1.2
## hungry 0.86 -0.09 0.72 0.28 1.0
## tired 0.79 0.00 0.63 0.37 1.0
## pain 0.86 -0.07 0.73 0.27 1.0
## nauseated 0.86 -0.10 0.72 0.28 1.0
## safe 0.71 0.09 0.53 0.47 1.0
## love 0.89 -0.05 0.77 0.23 1.0
## recognizing 0.07 0.71 0.52 0.48 1.0
## communicating -0.03 0.73 0.53 0.47 1.0
## guilt 0.91 -0.05 0.81 0.19 1.0
## disrespected 0.87 0.00 0.76 0.24 1.0
## free_will 0.51 0.12 0.30 0.70 1.1
## choices 0.02 0.72 0.52 0.48 1.0
## self_restraint 0.35 0.40 0.32 0.68 2.0
## intentions 0.44 0.38 0.39 0.61 2.0
## goal 0.03 0.74 0.55 0.45 1.0
## conscious 0.62 0.16 0.45 0.55 1.1
## self_aware 0.50 0.35 0.42 0.58 1.8
## desires 0.82 0.08 0.71 0.29 1.0
## embarrassed 0.86 -0.06 0.73 0.27 1.0
## emo_recog 0.52 0.35 0.46 0.54 1.8
## joy 0.87 -0.01 0.76 0.24 1.0
## morality 0.40 0.43 0.40 0.60 2.0
## personality 0.49 0.32 0.39 0.61 1.7
## pleasure 0.86 -0.03 0.72 0.28 1.0
## pride 0.93 -0.03 0.86 0.14 1.0
##
## MR1 MR2
## SS loadings 15.89 6.71
## Proportion Var 0.40 0.17
## Cumulative Var 0.40 0.57
## Proportion Explained 0.70 0.30
## Cumulative Proportion 0.70 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.17
## MR2 0.17 1.00
##
## Mean item complexity = 1.2
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 38.55 with Chi Square of 7279.24
## The degrees of freedom for the model are 701 and the objective function was 8.25
##
## The root mean square of the residuals (RMSR) is 0.05
## The df corrected root mean square of the residuals is 0.05
##
## The harmonic number of observations is 204 with the empirical chi square 661.88 with prob < 0.85
## The total number of observations was 204 with MLE Chi Square = 1547.07 with prob < 1.1e-65
##
## Tucker Lewis Index of factoring reliability = 0.854
## RMSEA index = 0.083 and the 90 % confidence intervals are 0.072 NA
## BIC = -2180.93
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.96
## Multiple R square of scores with factors 0.98 0.93
## Minimum correlation of possible factor scores 0.97 0.85
back to TOC
Factor 1
Study 2, ROBOT condition: Rotated Factor 1
| pride |
0.9305553 |
| depressed |
0.9178856 |
| fear |
0.9112457 |
| guilt |
0.9101970 |
| love |
0.8869788 |
| joy |
0.8732872 |
| disrespected |
0.8711814 |
| happy |
0.8648991 |
| embarrassed |
0.8632728 |
| nauseated |
0.8618791 |
| pain |
0.8617204 |
| hungry |
0.8594841 |
| angry |
0.8555406 |
| pleasure |
0.8553076 |
| desires |
0.8249609 |
| tired |
0.7932471 |
| safe |
0.7115840 |
| beliefs |
0.6295444 |
| conscious |
0.6211557 |
| thoughts |
0.5681323 |
| calm |
0.5308524 |
| emo_recog |
0.5227627 |
| free_will |
0.5118449 |
| self_aware |
0.4970889 |
| personality |
0.4891627 |
| intentions |
0.4388387 |
| morality |
0.3956186 |
| self_restraint |
0.3472334 |
| reasoning |
0.1926771 |
| recognizing |
0.0663543 |
| odors |
0.0661537 |
| seeing |
0.0365123 |
| goal |
0.0316102 |
| choices |
0.0188257 |
| communicating |
-0.0266782 |
| depth |
-0.0275297 |
| remembering |
-0.0625296 |
| temperature |
-0.0682218 |
| sounds |
-0.1939118 |
| computations |
-0.2922289 |
Factor 2
Study 2, ROBOT condition: Rotated Factor 2
| goal |
0.7390096 |
| seeing |
0.7308093 |
| communicating |
0.7303912 |
| remembering |
0.7291375 |
| choices |
0.7165656 |
| sounds |
0.7081143 |
| recognizing |
0.7059270 |
| temperature |
0.6556088 |
| computations |
0.6460425 |
| odors |
0.5740639 |
| reasoning |
0.5700562 |
| depth |
0.5649050 |
| morality |
0.4322313 |
| self_restraint |
0.3954423 |
| intentions |
0.3786108 |
| emo_recog |
0.3533344 |
| self_aware |
0.3450476 |
| personality |
0.3204362 |
| thoughts |
0.2624261 |
| calm |
0.2087978 |
| beliefs |
0.1871683 |
| conscious |
0.1612716 |
| free_will |
0.1206103 |
| safe |
0.0860659 |
| desires |
0.0801130 |
| fear |
0.0080766 |
| angry |
0.0076457 |
| disrespected |
0.0011771 |
| tired |
-0.0044641 |
| joy |
-0.0052948 |
| pride |
-0.0250570 |
| pleasure |
-0.0265126 |
| happy |
-0.0330416 |
| love |
-0.0499342 |
| guilt |
-0.0549815 |
| embarrassed |
-0.0554178 |
| pain |
-0.0711324 |
| depressed |
-0.0774049 |
| hungry |
-0.0906640 |
| nauseated |
-0.0959285 |
EFA: ALL conditions
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_all, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR9 MR3 MR4 MR5 MR10 MR7 MR11 MR13
## happy 0.84 0.34 -0.03 0.16 -0.27 0.17 0.02 0.04 0.00 -0.01
## depressed 0.72 0.44 -0.02 -0.11 -0.05 0.06 0.06 -0.05 0.01 0.00
## fear 0.81 -0.18 0.12 0.03 0.06 0.11 0.04 0.03 -0.11 0.14
## angry 0.76 0.14 0.09 0.01 0.02 0.03 -0.06 -0.02 -0.06 -0.01
## calm 0.71 0.15 0.12 0.22 0.04 0.03 0.03 0.09 -0.04 0.14
## sounds 0.04 0.11 0.24 0.38 0.32 0.33 0.13 0.21 -0.01 -0.10
## seeing 0.32 -0.09 0.36 0.21 0.29 0.30 0.19 0.26 0.13 -0.16
## temperature 0.20 -0.05 0.17 0.27 0.33 0.29 0.16 0.26 0.18 -0.15
## odors 0.40 -0.14 0.25 0.13 0.28 0.25 0.27 0.22 0.23 -0.16
## depth 0.07 0.17 0.23 0.20 0.32 0.25 0.12 0.17 0.14 -0.04
## computations -0.54 0.66 -0.12 0.28 0.34 0.23 -0.03 0.07 -0.03 0.02
## thoughts 0.69 0.19 0.30 0.09 0.10 0.03 -0.07 0.04 -0.03 0.25
## reasoning 0.10 0.47 0.32 0.15 0.25 0.19 -0.03 0.09 0.20 0.07
## remembering -0.06 0.40 0.26 0.33 0.32 0.25 0.12 0.17 0.09 -0.06
## beliefs 0.38 0.46 0.10 -0.17 0.11 0.15 -0.09 0.08 0.07 0.12
## hungry 0.79 -0.54 -0.07 -0.13 0.04 0.09 -0.02 0.23 0.01 0.01
## tired 0.81 -0.26 0.16 0.06 0.10 0.05 0.02 0.03 -0.31 -0.01
## pain 0.83 -0.44 -0.02 0.00 0.18 0.18 0.01 -0.22 0.01 0.00
## nauseated 0.72 0.05 0.05 0.00 0.05 0.00 -0.04 0.04 -0.01 0.01
## safe 0.76 -0.02 0.19 0.08 -0.02 0.06 -0.01 0.10 -0.06 0.22
## love 0.69 0.38 0.03 -0.10 0.01 -0.01 -0.13 0.01 0.02 -0.03
## recognizing -0.07 0.54 0.27 0.26 0.23 0.21 0.07 0.10 0.17 -0.05
## communicating 0.15 0.22 0.29 0.28 0.39 0.28 0.20 0.17 0.06 -0.19
## guilt 0.57 0.63 -0.01 -0.50 0.12 -0.05 0.05 0.00 -0.01 0.00
## disrespected 0.55 0.43 0.09 -0.22 0.00 0.10 -0.26 -0.05 0.08 0.02
## free_will 0.69 -0.18 0.23 0.04 0.12 0.12 -0.05 0.07 -0.32 -0.25
## choices 0.27 0.17 0.40 0.32 0.30 0.20 0.07 0.19 0.07 -0.09
## self_restraint 0.31 0.40 0.28 -0.04 0.17 0.09 0.00 0.06 0.11 0.08
## intentions 0.58 -0.02 0.36 0.09 0.17 0.17 -0.05 0.14 -0.11 0.02
## goal 0.21 0.19 0.36 0.28 0.26 0.22 0.18 0.25 0.11 -0.05
## conscious 0.73 -0.15 0.27 0.08 0.04 0.05 0.03 0.08 -0.10 0.27
## self_aware 0.62 0.22 0.24 0.08 0.11 0.09 -0.01 0.06 0.02 0.22
## desires 0.78 0.05 0.11 0.08 0.11 0.05 -0.15 0.04 0.01 0.08
## embarrassed 0.53 0.53 -0.01 -0.32 0.04 0.04 -0.19 -0.01 0.08 -0.06
## emo_recog 0.38 0.53 0.24 -0.07 0.16 0.13 -0.07 0.05 0.21 0.08
## joy 0.84 0.34 -0.01 0.20 -0.16 -0.01 -0.01 -0.06 0.00 0.00
## morality 0.17 0.53 0.29 -0.08 0.18 0.12 -0.06 0.05 0.26 0.09
## personality 0.49 0.49 0.17 0.11 0.09 0.11 0.02 0.00 0.05 0.04
## pleasure 0.88 0.07 -0.02 0.25 0.18 -0.34 0.00 0.02 0.01 -0.01
## pride 0.60 0.49 0.14 -0.29 0.03 0.08 -0.46 -0.01 0.05 -0.08
## MR12 MR15 MR14 MR17 MR16 MR8 MR6 MR18 MR20 MR19
## happy 0.00 0.00 0.00 0.00 0.00 -0.09 -0.20 0.00 0.00 0.00
## depressed 0.01 -0.01 0.01 0.01 0.00 0.48 -0.14 -0.01 -0.01 -0.01
## fear 0.14 -0.05 -0.27 0.00 0.12 0.04 -0.01 -0.13 0.03 0.14
## angry 0.21 -0.13 -0.09 0.05 0.24 0.03 0.00 0.25 -0.15 0.01
## calm -0.01 -0.07 -0.01 0.10 -0.04 -0.11 -0.02 0.02 -0.07 0.02
## sounds 0.08 -0.16 -0.03 0.09 -0.06 -0.06 0.10 -0.01 0.06 0.00
## seeing 0.02 -0.03 0.02 0.17 0.04 -0.08 0.11 -0.11 0.03 0.03
## temperature 0.13 -0.06 -0.12 -0.03 -0.11 0.01 0.07 0.10 0.09 -0.11
## odors 0.11 0.01 -0.28 -0.28 -0.16 0.02 0.08 0.09 0.03 -0.03
## depth 0.16 0.01 -0.05 -0.15 -0.04 -0.02 0.09 0.04 0.12 -0.14
## computations 0.00 0.00 -0.01 0.00 0.00 0.01 0.02 0.00 0.00 0.00
## thoughts -0.22 -0.05 0.04 -0.12 -0.02 0.05 -0.02 -0.07 0.11 -0.02
## reasoning -0.08 0.15 0.06 -0.06 0.00 0.00 -0.05 -0.03 0.01 -0.04
## remembering -0.06 -0.06 0.11 0.20 -0.09 -0.08 0.06 -0.03 0.06 0.02
## beliefs 0.00 -0.08 0.18 -0.05 -0.04 0.09 -0.11 -0.11 0.01 0.15
## hungry -0.01 0.00 0.01 0.00 0.00 0.02 0.07 0.00 0.00 0.00
## tired 0.24 0.12 0.10 -0.01 -0.05 0.02 0.01 0.03 0.05 -0.01
## pain -0.01 0.00 0.00 0.00 0.00 -0.03 -0.02 0.00 0.00 0.00
## nauseated 0.07 -0.02 -0.03 0.02 0.05 0.05 -0.02 -0.05 0.09 0.07
## safe 0.11 0.01 -0.04 -0.03 -0.18 -0.08 0.06 -0.08 -0.13 0.01
## love -0.06 -0.06 0.11 0.06 -0.01 0.13 -0.11 0.18 0.22 0.11
## recognizing 0.09 -0.02 0.05 0.16 -0.02 -0.04 0.05 0.11 0.08 0.10
## communicating 0.06 -0.11 0.08 0.16 0.02 -0.01 0.03 -0.07 -0.03 0.09
## guilt 0.00 -0.01 0.00 0.00 0.00 -0.08 0.03 0.00 0.00 -0.01
## disrespected 0.04 0.10 -0.10 -0.04 0.06 0.07 0.01 0.17 -0.03 0.12
## free_will -0.35 0.06 -0.11 -0.04 0.05 0.07 -0.05 -0.01 -0.01 0.01
## choices -0.07 -0.01 0.12 0.07 0.09 0.00 0.08 -0.10 0.02 0.10
## self_restraint -0.07 0.12 0.09 -0.07 0.05 -0.05 -0.05 0.09 -0.08 0.05
## intentions -0.08 -0.14 0.25 -0.20 0.03 -0.01 0.04 0.03 -0.21 0.01
## goal 0.07 -0.16 0.13 -0.05 0.03 -0.01 0.12 0.00 -0.19 -0.06
## conscious -0.17 -0.06 -0.08 0.12 -0.16 0.02 -0.08 0.10 0.01 -0.10
## self_aware -0.22 0.08 -0.14 0.08 0.01 0.07 -0.01 0.22 0.02 0.06
## desires 0.03 -0.17 0.14 -0.20 0.19 0.00 -0.05 -0.01 0.16 -0.04
## embarrassed -0.02 0.05 0.07 -0.07 -0.19 0.04 -0.09 0.03 -0.07 0.26
## emo_recog 0.05 0.29 0.05 0.00 0.14 -0.02 -0.03 -0.05 0.03 -0.04
## joy -0.01 0.00 0.00 0.00 0.00 0.01 0.33 0.00 0.00 0.00
## morality -0.04 0.39 0.01 -0.03 0.15 0.00 0.01 -0.02 -0.04 -0.01
## personality -0.07 0.11 0.06 0.15 0.13 0.04 0.07 -0.01 -0.07 -0.13
## pleasure 0.00 0.00 0.00 0.00 0.00 -0.01 -0.09 0.00 0.00 0.00
## pride 0.07 -0.05 -0.07 0.05 -0.04 0.00 -0.08 -0.05 -0.01 -0.07
## MR22 MR25 MR24 MR21 MR23 MR26 MR27 MR28 MR29 MR30
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## depressed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.01
## fear -0.04 0.02 0.00 0.01 0.00 0.04 0.01 -0.03 0.04 0.00
## angry 0.07 -0.02 0.05 0.04 -0.03 -0.05 0.00 0.09 0.01 -0.04
## calm 0.19 0.05 0.07 0.12 0.19 0.03 -0.12 -0.04 0.05 0.14
## sounds -0.03 -0.12 0.01 -0.08 0.00 -0.05 0.05 -0.01 0.09 0.11
## seeing 0.13 0.08 -0.20 0.07 0.01 0.05 0.02 -0.05 -0.09 -0.03
## temperature 0.04 -0.03 0.01 0.06 0.02 0.07 0.01 -0.03 0.07 0.02
## odors 0.05 0.02 0.03 0.01 -0.02 -0.02 -0.05 0.00 0.05 -0.05
## depth -0.14 0.12 0.15 -0.04 0.15 0.08 0.19 0.01 -0.11 0.08
## computations 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## thoughts 0.02 -0.05 0.01 0.18 -0.13 0.06 0.05 0.10 -0.02 0.05
## reasoning 0.09 -0.02 0.08 0.06 0.01 -0.04 -0.13 -0.07 -0.06 -0.03
## remembering 0.02 0.01 0.07 -0.06 -0.09 -0.03 0.09 -0.03 0.09 0.03
## beliefs 0.17 0.21 0.07 0.08 -0.08 -0.20 0.02 -0.01 0.02 -0.08
## hungry 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## tired 0.00 -0.01 0.00 0.04 -0.01 -0.01 0.00 -0.01 0.00 0.00
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## nauseated -0.03 0.00 -0.07 -0.03 0.09 -0.11 0.03 0.16 0.05 0.04
## safe 0.14 -0.03 -0.01 -0.22 0.01 0.06 0.03 0.09 -0.08 -0.05
## love 0.10 -0.01 -0.02 -0.10 -0.06 0.16 -0.04 0.01 0.06 -0.04
## recognizing -0.08 0.15 -0.02 -0.01 0.03 -0.11 0.07 0.16 -0.03 0.04
## communicating -0.19 0.01 -0.03 -0.01 -0.03 0.06 -0.13 -0.01 -0.08 -0.08
## guilt 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## disrespected 0.07 -0.01 -0.11 -0.08 -0.02 -0.02 0.09 -0.12 -0.09 0.14
## free_will 0.04 0.02 -0.01 -0.02 0.04 -0.02 0.00 0.04 -0.01 0.00
## choices 0.03 -0.21 0.24 -0.12 -0.02 -0.11 0.00 -0.05 -0.03 0.02
## self_restraint 0.03 0.14 0.08 0.10 -0.07 0.00 0.03 -0.14 -0.09 -0.04
## intentions -0.12 0.13 0.00 -0.11 -0.06 0.08 -0.01 -0.05 0.09 0.04
## goal 0.00 -0.19 -0.15 0.15 -0.02 0.03 -0.01 0.05 -0.02 0.04
## conscious -0.07 -0.01 -0.08 -0.04 0.08 -0.10 -0.02 -0.05 0.04 -0.04
## self_aware -0.14 -0.02 0.07 0.05 -0.06 0.03 -0.05 -0.01 -0.10 -0.03
## desires 0.00 -0.04 -0.05 -0.05 0.15 -0.05 -0.01 -0.03 -0.04 -0.05
## embarrassed -0.06 -0.07 0.00 0.09 0.14 0.02 0.03 0.02 0.02 -0.03
## emo_recog -0.04 0.07 0.01 -0.08 0.08 0.05 -0.18 0.10 0.01 0.07
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## morality 0.00 -0.07 -0.12 -0.03 -0.06 -0.07 0.06 -0.01 0.13 -0.04
## personality 0.04 0.01 0.10 0.08 0.16 0.17 0.16 -0.02 0.06 -0.12
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## pride -0.01 0.00 0.01 0.01 -0.02 0.00 -0.01 -0.01 0.00 0.00
## MR31 MR32 MR33 MR35 MR34 MR36 MR37 MR38 MR39 h2
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## depressed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.98
## fear 0.02 -0.03 -0.02 0.01 -0.01 -0.01 0.00 0.00 0.00 0.92
## angry -0.01 0.06 -0.02 -0.02 -0.03 -0.01 0.01 0.02 -0.01 0.85
## calm -0.05 0.01 0.02 -0.04 0.05 0.00 -0.04 -0.02 -0.01 0.79
## sounds -0.05 0.08 0.10 0.09 0.06 -0.09 0.07 -0.02 0.03 0.66
## seeing 0.03 0.12 -0.07 -0.01 0.02 -0.01 0.02 -0.01 0.00 0.78
## temperature 0.11 -0.11 -0.01 -0.10 0.10 0.05 0.06 0.08 0.02 0.65
## odors -0.06 0.02 0.02 0.01 -0.03 0.01 -0.02 -0.03 0.00 0.83
## depth 0.11 0.11 -0.03 0.01 -0.03 0.01 -0.03 -0.01 -0.03 0.63
## computations 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## thoughts -0.03 0.03 0.03 -0.04 -0.02 -0.01 0.01 0.01 -0.01 0.85
## reasoning 0.01 -0.06 -0.04 0.16 0.01 -0.06 0.01 0.08 -0.06 0.64
## remembering -0.19 -0.03 -0.12 0.01 -0.06 0.05 0.00 0.02 0.00 0.73
## beliefs 0.07 -0.02 0.06 0.01 0.00 0.05 0.05 -0.04 0.00 0.72
## hungry 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## tired -0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.95
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## nauseated 0.01 0.09 0.07 0.11 0.05 0.11 -0.04 0.06 0.02 0.66
## safe -0.02 -0.02 0.00 -0.01 0.03 0.00 0.00 0.01 0.00 0.85
## love 0.06 0.01 0.01 0.02 -0.02 -0.01 -0.02 -0.01 0.00 0.85
## recognizing 0.01 -0.14 -0.01 -0.01 0.02 -0.07 -0.03 -0.02 0.00 0.75
## communicating -0.07 0.00 0.15 -0.05 -0.01 0.02 -0.01 0.02 -0.03 0.73
## guilt 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## disrespected -0.04 -0.05 0.07 0.00 -0.05 0.03 0.02 0.00 -0.01 0.79
## free_will 0.00 -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.91
## choices 0.09 0.02 0.00 -0.05 -0.02 0.01 -0.02 -0.01 0.00 0.76
## self_restraint 0.01 0.01 0.05 0.00 -0.03 -0.05 -0.07 0.06 0.10 0.55
## intentions 0.02 0.02 -0.02 0.01 0.03 0.00 0.00 0.00 -0.01 0.82
## goal 0.08 -0.10 -0.02 0.07 -0.05 0.03 -0.03 -0.04 0.01 0.73
## conscious 0.05 0.02 0.01 -0.01 -0.06 0.00 0.00 0.01 0.00 0.88
## self_aware -0.03 0.00 -0.05 0.04 0.11 0.04 0.02 -0.04 0.01 0.78
## desires -0.07 -0.03 -0.02 -0.02 0.02 0.00 0.00 0.00 0.01 0.87
## embarrassed -0.01 0.03 -0.03 -0.01 -0.02 -0.01 0.02 0.01 0.00 0.88
## emo_recog 0.01 0.01 -0.02 -0.01 -0.08 0.01 0.05 -0.01 0.02 0.79
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## morality 0.00 0.03 0.01 -0.05 0.07 -0.02 -0.03 0.00 -0.02 0.77
## personality -0.03 -0.05 0.08 0.04 -0.02 0.01 0.02 -0.02 0.00 0.76
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## pride 0.00 0.00 0.00 0.00 0.01 0.00 -0.01 0.00 0.00 0.95
## u2 com
## happy 0.0055 1.9
## depressed 0.0166 2.7
## fear 0.0820 1.9
## angry 0.1456 2.1
## calm 0.2120 2.4
## sounds 0.3438 8.4
## seeing 0.2196 11.1
## temperature 0.3522 11.9
## odors 0.1666 10.6
## depth 0.3733 14.7
## computations 0.0078 3.3
## thoughts 0.1502 3.0
## reasoning 0.3647 6.0
## remembering 0.2699 8.9
## beliefs 0.2837 6.8
## hungry 0.0050 2.1
## tired 0.0483 2.0
## pain 0.0050 1.9
## nauseated 0.3376 1.6
## safe 0.1454 2.2
## love 0.1466 2.9
## recognizing 0.2470 5.4
## communicating 0.2673 10.4
## guilt 0.0057 3.1
## disrespected 0.2059 4.7
## free_will 0.0859 3.2
## choices 0.2439 9.5
## self_restraint 0.4496 6.9
## intentions 0.1841 4.7
## goal 0.2707 12.6
## conscious 0.1241 2.6
## self_aware 0.2237 3.7
## desires 0.1320 2.0
## embarrassed 0.1217 4.5
## emo_recog 0.2149 5.3
## joy 0.0059 1.9
## morality 0.2271 5.1
## personality 0.2436 4.9
## pleasure 0.0050 1.6
## pride 0.0451 3.9
##
## MR1 MR2 MR9 MR3 MR4 MR5 MR10 MR7 MR11 MR13
## SS loadings 13.43 4.90 1.78 1.65 1.51 1.13 0.66 0.62 0.61 0.53
## Proportion Var 0.34 0.12 0.04 0.04 0.04 0.03 0.02 0.02 0.02 0.01
## Cumulative Var 0.34 0.46 0.50 0.54 0.58 0.61 0.63 0.64 0.66 0.67
## Proportion Explained 0.41 0.15 0.05 0.05 0.05 0.03 0.02 0.02 0.02 0.02
## Cumulative Proportion 0.41 0.56 0.61 0.66 0.70 0.74 0.76 0.78 0.80 0.81
## MR12 MR15 MR14 MR17 MR16 MR8 MR6 MR18 MR20 MR19
## SS loadings 0.52 0.49 0.44 0.42 0.34 0.34 0.33 0.30 0.28 0.25
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.68 0.70 0.71 0.72 0.73 0.73 0.74 0.75 0.76 0.76
## Proportion Explained 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.83 0.84 0.86 0.87 0.88 0.89 0.90 0.91 0.92 0.92
## MR22 MR25 MR24 MR21 MR23 MR26 MR27 MR28 MR29 MR30
## SS loadings 0.25 0.24 0.24 0.23 0.20 0.20 0.18 0.14 0.13 0.12
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.77 0.78 0.78 0.79 0.79 0.80 0.80 0.81 0.81 0.81
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00
## Cumulative Proportion 0.93 0.94 0.95 0.95 0.96 0.97 0.97 0.98 0.98 0.98
## MR31 MR32 MR33 MR35 MR34 MR36 MR37 MR38 MR39
## SS loadings 0.11 0.10 0.08 0.08 0.06 0.04 0.03 0.03 0.02
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.81 0.82 0.82 0.82 0.82 0.82 0.82 0.82 0.83
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.99 0.99 0.99 0.99 1.00 1.00 1.00 1.00 1.00
##
## Mean item complexity = 5.1
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 33.07 with Chi Square of 12924.08
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 406 with the empirical chi square 0 with prob < NA
## The total number of observations was 406 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.069
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR9 MR3 MR4
## Correlation of scores with factors 1 1.00 0.96 0.99 0.99
## Multiple R square of scores with factors 1 1.00 0.92 0.99 0.98
## Minimum correlation of possible factor scores 1 0.99 0.85 0.98 0.96
## MR5 MR10 MR7 MR11 MR13
## Correlation of scores with factors 0.99 0.94 0.98 0.92 0.89
## Multiple R square of scores with factors 0.98 0.89 0.96 0.84 0.78
## Minimum correlation of possible factor scores 0.96 0.78 0.92 0.68 0.57
## MR12 MR15 MR14 MR17 MR16
## Correlation of scores with factors 0.91 0.85 0.87 0.83 0.83
## Multiple R square of scores with factors 0.82 0.72 0.76 0.69 0.70
## Minimum correlation of possible factor scores 0.65 0.44 0.51 0.37 0.39
## MR8 MR6 MR18 MR20 MR19
## Correlation of scores with factors 0.97 0.98 0.80 0.78 0.79
## Multiple R square of scores with factors 0.95 0.97 0.64 0.61 0.62
## Minimum correlation of possible factor scores 0.89 0.94 0.28 0.23 0.24
## MR22 MR25 MR24 MR21 MR23
## Correlation of scores with factors 0.74 0.70 0.70 0.74 0.72
## Multiple R square of scores with factors 0.54 0.49 0.50 0.55 0.52
## Minimum correlation of possible factor scores 0.08 -0.02 -0.01 0.11 0.03
## MR26 MR27 MR28 MR29
## Correlation of scores with factors 0.69 0.64 0.62 0.60
## Multiple R square of scores with factors 0.48 0.41 0.39 0.36
## Minimum correlation of possible factor scores -0.04 -0.17 -0.22 -0.27
## MR30 MR31 MR32 MR33
## Correlation of scores with factors 0.58 0.56 0.53 0.50
## Multiple R square of scores with factors 0.34 0.32 0.28 0.25
## Minimum correlation of possible factor scores -0.32 -0.37 -0.43 -0.51
## MR35 MR34 MR36 MR37
## Correlation of scores with factors 0.45 0.46 0.35 0.31
## Multiple R square of scores with factors 0.20 0.22 0.12 0.10
## Minimum correlation of possible factor scores -0.60 -0.57 -0.75 -0.81
## MR38 MR39
## Correlation of scores with factors 0.28 0.22
## Multiple R square of scores with factors 0.08 0.05
## Minimum correlation of possible factor scores -0.84 -0.91
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d2_all, nfactors = nfactors_d2_all, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.64 0.38 0.04 0.72 0.28 1.6
## depressed 0.78 0.20 -0.07 0.71 0.29 1.1
## fear 0.17 0.77 0.09 0.75 0.25 1.1
## angry 0.47 0.47 0.05 0.61 0.39 2.0
## calm 0.35 0.45 0.23 0.55 0.45 2.4
## sounds -0.19 0.03 0.75 0.52 0.48 1.1
## seeing -0.18 0.36 0.68 0.56 0.44 1.7
## temperature -0.20 0.25 0.64 0.43 0.57 1.5
## odors -0.13 0.45 0.52 0.45 0.55 2.1
## depth -0.02 -0.02 0.59 0.34 0.66 1.0
## computations 0.16 -0.83 0.43 0.79 0.21 1.6
## thoughts 0.46 0.39 0.21 0.58 0.42 2.4
## reasoning 0.37 -0.27 0.49 0.47 0.53 2.5
## remembering 0.07 -0.29 0.72 0.58 0.42 1.3
## beliefs 0.65 -0.08 0.09 0.44 0.56 1.1
## hungry -0.07 0.95 -0.06 0.86 0.14 1.0
## tired 0.10 0.82 0.10 0.77 0.23 1.1
## pain 0.01 0.90 0.02 0.82 0.18 1.0
## nauseated 0.38 0.51 0.04 0.54 0.46 1.9
## safe 0.27 0.61 0.14 0.62 0.38 1.5
## love 0.74 0.20 -0.04 0.66 0.34 1.1
## recognizing 0.26 -0.42 0.61 0.59 0.41 2.2
## communicating -0.01 0.01 0.73 0.54 0.46 1.0
## guilt 0.90 -0.06 -0.13 0.73 0.27 1.1
## disrespected 0.78 0.04 -0.08 0.60 0.40 1.0
## free_will 0.12 0.67 0.15 0.56 0.44 1.2
## choices 0.05 0.12 0.69 0.53 0.47 1.1
## self_restraint 0.49 -0.07 0.27 0.37 0.63 1.6
## intentions 0.17 0.48 0.35 0.50 0.50 2.1
## goal 0.01 0.08 0.69 0.49 0.51 1.0
## conscious 0.17 0.68 0.16 0.62 0.38 1.2
## self_aware 0.45 0.31 0.23 0.52 0.48 2.3
## desires 0.40 0.54 0.12 0.64 0.36 2.0
## embarrassed 0.86 -0.05 -0.14 0.67 0.33 1.1
## emo_recog 0.66 -0.14 0.25 0.55 0.45 1.4
## joy 0.60 0.39 0.08 0.69 0.31 1.8
## morality 0.57 -0.29 0.27 0.45 0.55 2.0
## personality 0.59 0.01 0.28 0.53 0.47 1.4
## pleasure 0.40 0.60 0.08 0.70 0.30 1.8
## pride 0.85 0.04 -0.09 0.71 0.29 1.0
##
## MR1 MR2 MR3
## SS loadings 9.20 8.66 5.91
## Proportion Var 0.23 0.22 0.15
## Cumulative Var 0.23 0.45 0.59
## Proportion Explained 0.39 0.36 0.25
## Cumulative Proportion 0.39 0.75 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.32 0.29
## MR2 0.32 1.00 0.09
## MR3 0.29 0.09 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 33.07 with Chi Square of 12924.08
## The degrees of freedom for the model are 663 and the objective function was 3.93
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 406 with the empirical chi square 607.3 with prob < 0.94
## The total number of observations was 406 with MLE Chi Square = 1526.24 with prob < 6.5e-70
##
## Tucker Lewis Index of factoring reliability = 0.916
## RMSEA index = 0.059 and the 90 % confidence intervals are 0.053 0.06
## BIC = -2455.97
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 0.98 0.98 0.96
## Multiple R square of scores with factors 0.96 0.97 0.92
## Minimum correlation of possible factor scores 0.92 0.93 0.85
back to TOC
Factor 1
Study 2, ALL conditions: Rotated Factor 1
| guilt |
0.9018117 |
| embarrassed |
0.8644501 |
| pride |
0.8512502 |
| disrespected |
0.7816774 |
| depressed |
0.7768355 |
| love |
0.7414486 |
| emo_recog |
0.6627206 |
| beliefs |
0.6530539 |
| happy |
0.6389639 |
| joy |
0.5955045 |
| personality |
0.5895859 |
| morality |
0.5678485 |
| self_restraint |
0.4896610 |
| angry |
0.4699806 |
| thoughts |
0.4556764 |
| self_aware |
0.4531171 |
| desires |
0.3967682 |
| pleasure |
0.3961616 |
| nauseated |
0.3817812 |
| reasoning |
0.3696592 |
| calm |
0.3545488 |
| safe |
0.2740405 |
| recognizing |
0.2635986 |
| fear |
0.1748140 |
| intentions |
0.1677811 |
| conscious |
0.1661887 |
| computations |
0.1605288 |
| free_will |
0.1214247 |
| tired |
0.0998412 |
| remembering |
0.0669193 |
| choices |
0.0506938 |
| pain |
0.0109853 |
| goal |
0.0097885 |
| communicating |
-0.0058206 |
| depth |
-0.0221118 |
| hungry |
-0.0701970 |
| odors |
-0.1325338 |
| seeing |
-0.1758959 |
| sounds |
-0.1907316 |
| temperature |
-0.2031845 |
Factor 2
Study 2, ALL conditions: Rotated Factor 2
| hungry |
0.9477598 |
| pain |
0.8997743 |
| tired |
0.8211861 |
| fear |
0.7720673 |
| conscious |
0.6809673 |
| free_will |
0.6666312 |
| safe |
0.6132382 |
| pleasure |
0.5988310 |
| desires |
0.5396944 |
| nauseated |
0.5082342 |
| intentions |
0.4794387 |
| angry |
0.4746162 |
| calm |
0.4519300 |
| odors |
0.4513555 |
| thoughts |
0.3896041 |
| joy |
0.3884269 |
| happy |
0.3754179 |
| seeing |
0.3633246 |
| self_aware |
0.3113616 |
| temperature |
0.2470464 |
| love |
0.1968049 |
| depressed |
0.1953708 |
| choices |
0.1215030 |
| goal |
0.0803831 |
| pride |
0.0435385 |
| disrespected |
0.0432014 |
| sounds |
0.0329935 |
| communicating |
0.0125797 |
| personality |
0.0087852 |
| depth |
-0.0216847 |
| embarrassed |
-0.0526589 |
| guilt |
-0.0599803 |
| self_restraint |
-0.0705879 |
| beliefs |
-0.0789678 |
| emo_recog |
-0.1375540 |
| reasoning |
-0.2659083 |
| remembering |
-0.2857466 |
| morality |
-0.2909780 |
| recognizing |
-0.4248210 |
| computations |
-0.8272856 |
Factor 3
Study 2, ALL conditions: Rotated Factor 3
| sounds |
0.7505277 |
| communicating |
0.7324933 |
| remembering |
0.7179818 |
| choices |
0.6876736 |
| goal |
0.6864950 |
| seeing |
0.6753770 |
| temperature |
0.6380509 |
| recognizing |
0.6097092 |
| depth |
0.5895839 |
| odors |
0.5173410 |
| reasoning |
0.4918902 |
| computations |
0.4347000 |
| intentions |
0.3500669 |
| personality |
0.2837250 |
| self_restraint |
0.2716401 |
| morality |
0.2705058 |
| emo_recog |
0.2495774 |
| calm |
0.2327532 |
| self_aware |
0.2258684 |
| thoughts |
0.2055088 |
| conscious |
0.1560888 |
| free_will |
0.1466452 |
| safe |
0.1388006 |
| desires |
0.1230747 |
| tired |
0.0989842 |
| fear |
0.0949720 |
| beliefs |
0.0927408 |
| pleasure |
0.0785267 |
| joy |
0.0781520 |
| angry |
0.0477393 |
| happy |
0.0449535 |
| nauseated |
0.0353175 |
| pain |
0.0157851 |
| love |
-0.0444002 |
| hungry |
-0.0622055 |
| depressed |
-0.0654152 |
| disrespected |
-0.0843699 |
| pride |
-0.0904020 |
| guilt |
-0.1296249 |
| embarrassed |
-0.1366754 |
back to TOC
Confirmatory factor analysis
CFA: All conditions
ModelDD: Data-driven, three factors (experience, MR2, MR3; see Study 1)
## lavaan (0.5-20) converged normally after 63 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 3936.664
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 13425.609
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.747
## Tucker-Lewis Index (TLI) 0.732
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -27292.085
## Loglikelihood unrestricted model (H1) -25323.753
##
## Number of free parameters 83
## Akaike (AIC) 54750.170
## Bayesian (BIC) 55082.698
## Sample-size adjusted Bayesian (BIC) 54819.327
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.103
## 90 Percent Confidence Interval 0.100 0.107
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.135
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassd 1.000
## pride 1.252 0.070 17.768 0.000
## guilt 1.103 0.064 17.290 0.000
## love 1.479 0.083 17.765 0.000
## disrespctd 1.125 0.069 16.282 0.000
## depressed 1.443 0.078 18.605 0.000
## beliefs 1.013 0.079 12.879 0.000
## emo_recog 1.202 0.089 13.471 0.000
## joy 1.664 0.095 17.568 0.000
## personalty 1.528 0.108 14.162 0.000
## happy 1.856 0.102 18.265 0.000
## morality 0.969 0.099 9.835 0.000
## angry 1.596 0.105 15.257 0.000
## slf_rstrnt 1.184 0.110 10.739 0.000
## thoughts 1.648 0.110 14.929 0.000
## self_aware 1.699 0.119 14.285 0.000
## MR2 =~
## hungry 1.000
## pain 0.930 0.041 22.780 0.000
## tired 0.840 0.036 23.115 0.000
## fear 0.821 0.036 22.583 0.000
## pleasure 0.653 0.032 20.349 0.000
## conscious 0.729 0.038 19.445 0.000
## free_will 0.673 0.038 17.763 0.000
## safe 0.661 0.035 19.034 0.000
## desires 0.598 0.032 18.564 0.000
## calm 0.564 0.035 15.901 0.000
## nauseated 0.477 0.029 16.567 0.000
## odors 0.431 0.042 10.187 0.000
## intentions 0.577 0.040 14.516 0.000
## computatns (x) -0.657 0.052 -12.688 0.000
## MR3 =~
## rememberng 1.000
## temperatur 0.754 0.068 11.036 0.000
## recognizng 0.908 0.078 11.624 0.000
## seeing 0.914 0.075 12.223 0.000
## communctng 0.966 0.071 13.688 0.000
## sounds 0.839 0.066 12.700 0.000
## depth 0.787 0.075 10.470 0.000
## goal 1.010 0.078 12.874 0.000
## choices 0.968 0.073 13.182 0.000
## reasoning 0.685 0.067 10.192 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.116 0.118 9.481 0.000
## MR3 0.355 0.066 5.410 0.000
## MR2 ~~
## MR3 0.851 0.195 4.364 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.380 0.029 13.334 0.000
## pride 0.417 0.032 12.941 0.000
## guilt 0.368 0.028 13.099 0.000
## love 0.583 0.045 12.942 0.000
## disrespected 0.495 0.037 13.358 0.000
## depressed 0.434 0.035 12.580 0.000
## beliefs 0.877 0.063 13.842 0.000
## emo_recog 1.082 0.078 13.784 0.000
## joy 0.778 0.060 13.011 0.000
## personality 1.496 0.109 13.706 0.000
## happy 0.796 0.062 12.742 0.000
## morality 1.635 0.116 14.049 0.000
## angry 1.270 0.094 13.551 0.000
## self_restraint 1.959 0.140 14.000 0.000
## thoughts 1.460 0.107 13.602 0.000
## self_aware 1.799 0.131 13.690 0.000
## hungry 2.191 0.171 12.827 0.000
## pain 1.435 0.116 12.371 0.000
## tired 1.091 0.089 12.233 0.000
## fear 1.164 0.094 12.446 0.000
## pleasure 1.128 0.086 13.074 0.000
## conscious 1.657 0.125 13.250 0.000
## free_will 1.894 0.140 13.504 0.000
## safe 1.463 0.110 13.320 0.000
## desires 1.301 0.097 13.393 0.000
## calm 1.832 0.134 13.710 0.000
## nauseated 1.169 0.086 13.644 0.000
## odors 3.209 0.228 14.068 0.000
## intentions 2.448 0.177 13.827 0.000
## computations 4.451 0.319 13.948 0.000
## remembering 2.430 0.192 12.633 0.000
## temperature 2.314 0.174 13.288 0.000
## recognizing 2.816 0.215 13.102 0.000
## seeing 2.375 0.185 12.868 0.000
## communicating 1.615 0.135 11.976 0.000
## sounds 1.715 0.136 12.639 0.000
## depth 2.980 0.222 13.436 0.000
## goal 2.350 0.187 12.543 0.000
## choices 1.945 0.157 12.354 0.000
## reasoning 2.450 0.181 13.500 0.000
## MR1 0.530 0.059 8.996 0.000
## MR2 5.188 0.500 10.374 0.000
## MR3 2.238 0.294 7.625 0.000
ModelWDM: Theoretical, three factors (SOCIAL-EMOTIONAL, BIOLOGICAL, PERCEPTUAL; see Weisman et al., 2015)
## lavaan (0.5-20) converged normally after 68 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 1669.483
## Degrees of freedom 206
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 7278.746
## Degrees of freedom 231
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.792
## Tucker-Lewis Index (TLI) 0.767
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -14402.038
## Loglikelihood unrestricted model (H1) -13567.297
##
## Number of free parameters 47
## Akaike (AIC) 28898.076
## Bayesian (BIC) 29086.375
## Sample-size adjusted Bayesian (BIC) 28937.237
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.132
## 90 Percent Confidence Interval 0.126 0.138
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.117
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo =~
## happy 1.000
## depressed 0.739 0.032 23.049 0.000
## fear 1.008 0.065 15.484 0.000
## angry 0.875 0.045 19.363 0.000
## calm 0.898 0.056 16.171 0.000
## joy 0.896 0.039 23.219 0.000
## love 0.755 0.035 21.343 0.000
## guilt 0.532 0.028 18.670 0.000
## disrespected 0.556 0.031 17.895 0.000
## embarrassed 0.486 0.028 17.634 0.000
## pride 0.614 0.031 19.909 0.000
## biological =~
## hungry 1.000
## tired 0.842 0.036 23.592 0.000
## pain 0.930 0.040 23.151 0.000
## nauseated 0.471 0.029 16.399 0.000
## safe 0.642 0.035 18.418 0.000
## pleasure 0.639 0.032 19.924 0.000
## perceptual =~
## sounds 1.000
## seeing 1.384 0.135 10.218 0.000
## temperature 1.346 0.128 10.540 0.000
## odors 1.489 0.140 10.668 0.000
## depth 1.099 0.127 8.679 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo ~~
## biological 2.349 0.227 10.334 0.000
## perceptual 0.388 0.091 4.261 0.000
## biological ~~
## perceptual 1.072 0.170 6.298 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.617 0.052 11.813 0.000
## depressed 0.442 0.036 12.397 0.000
## fear 2.624 0.192 13.670 0.000
## angry 1.086 0.082 13.195 0.000
## calm 1.866 0.137 13.603 0.000
## joy 0.634 0.051 12.347 0.000
## love 0.600 0.047 12.827 0.000
## guilt 0.446 0.034 13.300 0.000
## disrespected 0.547 0.041 13.405 0.000
## embarrassed 0.436 0.032 13.438 0.000
## pride 0.493 0.038 13.104 0.000
## hungry 2.079 0.176 11.816 0.000
## tired 0.993 0.093 10.624 0.000
## pain 1.338 0.122 10.965 0.000
## nauseated 1.177 0.088 13.308 0.000
## safe 1.548 0.120 12.914 0.000
## pleasure 1.177 0.094 12.506 0.000
## sounds 2.190 0.172 12.733 0.000
## seeing 2.140 0.191 11.226 0.000
## temperature 1.595 0.153 10.392 0.000
## odors 1.738 0.175 9.922 0.000
## depth 3.039 0.235 12.933 0.000
## soc_emo 2.005 0.181 11.065 0.000
## biological 5.300 0.507 10.463 0.000
## perceptual 1.099 0.189 5.824 0.000
ModelGGW: Theoretical, two factors (AGENCY, EXPERIENCE; see Gray et al., 2007)
## lavaan (0.5-20) converged normally after 46 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 1736.144
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5043.034
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.672
## Tucker-Lewis Index (TLI) 0.626
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -12750.702
## Loglikelihood unrestricted model (H1) -11882.630
##
## Number of free parameters 37
## Akaike (AIC) 25575.404
## Bayesian (BIC) 25723.639
## Sample-size adjusted Bayesian (BIC) 25606.233
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.172
## 90 Percent Confidence Interval 0.164 0.179
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.155
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.909 0.055 16.465 0.000
## pain 0.972 0.062 15.579 0.000
## pleasure 0.803 0.047 17.197 0.000
## angry 0.650 0.041 15.672 0.000
## desires 0.738 0.045 16.231 0.000
## personality 0.441 0.043 10.305 0.000
## conscious 0.799 0.054 14.808 0.000
## pride 0.341 0.029 11.818 0.000
## embarrassed 0.244 0.025 9.856 0.000
## joy 0.614 0.038 15.994 0.000
## agency =~
## self_restraint 1.000
## morality 0.905 0.085 10.639 0.000
## remembering 0.902 0.118 7.642 0.000
## emo_recog 0.951 0.082 11.588 0.000
## goal 1.062 0.120 8.842 0.000
## communicating 0.902 0.107 8.460 0.000
## thoughts 1.024 0.098 10.400 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.162 0.159 7.290 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.541 0.267 13.273 0.000
## fear 1.485 0.121 12.318 0.000
## pain 2.296 0.179 12.825 0.000
## pleasure 0.864 0.074 11.659 0.000
## angry 0.998 0.078 12.782 0.000
## desires 1.065 0.085 12.475 0.000
## personality 1.986 0.143 13.911 0.000
## conscious 1.966 0.150 13.126 0.000
## pride 0.802 0.058 13.748 0.000
## embarrassed 0.682 0.049 13.948 0.000
## joy 0.799 0.063 12.616 0.000
## self_restraint 1.583 0.131 12.075 0.000
## morality 1.217 0.102 11.932 0.000
## remembering 3.759 0.278 13.512 0.000
## emo_recog 0.836 0.079 10.516 0.000
## goal 3.374 0.257 13.107 0.000
## communicating 2.796 0.211 13.256 0.000
## thoughts 1.725 0.142 12.159 0.000
## experience 3.838 0.465 8.261 0.000
## agency 1.119 0.169 6.633 0.000
Compare models (not yet implemented)
# MODELS HAVE DIFFERENT SETS OF VARIABLES, MIGHT NOT WORK
# # compare models (iff continuous and ML)
# customVuong(chosenDD = d2_all_fitDD,
# chosenWDM = d2_all_fitWDM,
# chosenGGW = d2_all_fitGGW)
back to TOC
Study 3 (2016-01-10, 2 conditions, within-subjects)
Demographics
## Warning in mutate_impl(.data, dots): NAs introduced by coercion
Study 3: Exclusion
| 13 |
7 |
4 |
0 |
24 |
400 |
424 |
Study 3: Sample size
| beetle |
200 |
| robot |
200 |
| all |
200 |
Study 3: Study duration (minutes)
| within-subjects |
1.33 |
36.43 |
5.46 |
6.44 |
3.92 |
Study 3: Participant age (years; approximate)
| within-subjects |
20 |
68 |
33 |
36.84 |
11.28 |
Study 3: Participant gender
| all |
202 |
198 |
0 |
Study 3: Participant race/ethnicity
| all |
30 |
4 |
38 |
16 |
22 |
290 |
Study 3: Participant religion
| all |
10 |
176 |
6 |
190 |
6 |
12 |
back to TOC
Exploratory factor analysis
EFA: ALL conditions
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d3_all, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR8 MR9 MR7 MR3 MR11 MR13 MR10 MR4
## happy 0.85 0.39 0.00 -0.03 -0.13 -0.20 0.00 0.00 -0.01 0.13
## depressed 0.68 0.34 0.04 0.36 0.06 -0.09 0.06 0.08 -0.02 -0.01
## fear 0.85 -0.08 0.01 -0.01 -0.02 0.02 0.14 -0.08 0.05 0.04
## angry 0.79 0.22 -0.02 0.14 0.00 0.05 0.09 -0.02 0.04 0.02
## calm 0.78 0.14 0.10 -0.02 0.07 0.03 0.07 -0.10 0.10 0.01
## sounds 0.23 0.07 0.47 -0.32 0.18 0.03 0.16 0.17 0.20 0.13
## seeing 0.35 -0.09 0.44 -0.25 0.12 0.06 0.05 0.14 0.17 0.13
## temperature 0.38 -0.09 0.50 -0.27 0.11 0.09 0.13 0.24 0.02 0.10
## odors 0.52 -0.17 0.36 -0.12 0.07 0.02 -0.01 0.20 0.16 0.09
## depth 0.29 0.10 0.48 -0.11 0.19 0.16 0.11 0.14 0.06 0.00
## computations -0.58 0.58 0.25 -0.05 0.17 0.15 -0.05 -0.05 -0.40 0.03
## thoughts 0.74 0.22 0.12 0.00 0.17 0.09 -0.07 -0.28 0.14 0.15
## reasoning 0.17 0.48 0.44 0.00 0.25 0.10 -0.05 -0.10 0.07 0.17
## remembering 0.06 0.38 0.49 -0.12 0.20 0.20 0.10 0.04 0.08 0.02
## beliefs 0.43 0.39 0.03 0.29 0.14 0.09 -0.16 0.16 -0.02 0.07
## hungry 0.82 -0.49 0.07 0.01 -0.05 -0.15 -0.02 -0.01 -0.03 -0.05
## tired 0.85 -0.20 0.01 0.05 0.03 -0.02 0.16 0.15 -0.03 -0.01
## pain 0.85 -0.43 0.01 0.01 0.06 -0.09 -0.01 0.00 -0.01 0.11
## nauseated 0.79 0.04 0.01 0.18 0.08 -0.01 0.31 0.00 -0.03 0.00
## safe 0.77 -0.07 0.08 0.04 0.04 -0.01 0.07 -0.13 0.09 0.08
## love 0.73 0.30 0.04 0.33 0.16 -0.02 0.27 -0.14 -0.06 0.06
## recognizing 0.01 0.51 0.53 -0.07 0.21 0.08 0.04 -0.04 0.15 0.09
## communicating 0.06 0.29 0.50 -0.07 0.15 0.09 0.03 0.06 0.12 0.06
## guilt 0.56 0.42 0.02 0.40 0.09 -0.06 -0.12 0.09 0.03 0.05
## disrespected 0.56 0.39 0.02 0.43 0.11 0.02 -0.09 0.16 0.09 -0.06
## free_will 0.80 -0.05 -0.19 -0.09 0.39 0.10 0.00 0.03 -0.03 0.23
## choices 0.41 0.16 0.37 -0.20 0.22 0.18 -0.01 -0.01 0.15 0.11
## self_restraint 0.48 0.34 0.10 0.14 0.23 0.08 0.01 0.01 0.06 0.03
## intentions 0.66 0.01 0.14 -0.05 0.17 0.26 -0.04 -0.12 0.10 0.09
## goal 0.32 0.21 0.40 -0.12 0.15 0.16 0.11 0.15 0.08 0.09
## conscious 0.81 -0.02 0.03 -0.01 0.13 0.10 -0.07 -0.19 0.14 0.08
## self_aware 0.68 0.14 0.02 0.00 0.21 0.12 -0.16 -0.09 0.17 0.07
## desires 0.89 0.00 0.00 0.01 -0.12 0.41 0.00 0.00 -0.01 0.13
## embarrassed 0.53 0.40 0.02 0.39 0.08 -0.08 -0.20 -0.01 -0.03 0.02
## emo_recog 0.42 0.41 0.21 0.25 0.22 0.05 -0.21 -0.01 0.16 0.18
## joy 0.84 0.41 -0.02 -0.04 0.04 -0.14 0.00 0.00 0.01 -0.03
## morality 0.21 0.44 0.29 0.21 0.25 0.02 -0.24 0.12 0.09 0.07
## personality 0.54 0.40 0.20 0.14 0.19 0.08 -0.07 -0.09 0.08 0.13
## pleasure 0.90 0.07 -0.01 -0.02 0.03 0.11 -0.01 0.00 0.00 -0.38
## pride 0.59 0.40 0.02 0.42 0.12 -0.05 -0.09 0.11 0.00 0.05
## MR14 MR12 MR5 MR17 MR18 MR16 MR15 MR21 MR24 MR23
## happy 0.00 0.00 0.21 0.01 0.00 0.00 0.00 0.00 0.00 0.00
## depressed 0.11 0.06 -0.02 0.14 -0.08 -0.11 0.00 -0.03 0.03 -0.10
## fear 0.04 0.20 0.01 -0.02 0.10 0.25 0.01 -0.02 0.06 -0.04
## angry 0.11 0.05 0.02 -0.14 -0.10 0.13 0.02 0.03 -0.08 0.05
## calm 0.00 0.21 0.08 -0.03 -0.10 -0.08 0.02 -0.25 0.00 0.05
## sounds 0.22 -0.14 0.09 -0.12 0.17 -0.02 0.10 -0.11 -0.05 0.01
## seeing 0.10 -0.07 0.07 -0.10 0.11 -0.08 -0.01 -0.14 -0.03 -0.06
## temperature 0.09 -0.03 0.00 -0.06 0.09 0.05 0.11 0.08 -0.04 0.05
## odors 0.05 -0.04 0.02 -0.11 0.11 -0.04 0.07 0.04 0.02 0.05
## depth 0.05 -0.03 0.03 0.10 0.15 -0.12 0.02 0.05 0.10 -0.01
## computations 0.02 0.06 -0.03 0.00 0.02 0.02 0.02 -0.02 0.01 0.00
## thoughts 0.09 0.10 0.10 0.01 -0.04 -0.06 0.06 0.03 -0.01 -0.07
## reasoning -0.04 0.02 0.01 0.10 -0.13 -0.01 -0.04 0.00 0.02 -0.16
## remembering 0.01 -0.15 0.10 0.11 -0.12 0.05 -0.05 0.12 0.09 -0.04
## beliefs -0.08 -0.07 0.04 0.14 0.03 0.07 0.04 -0.09 -0.04 0.20
## hungry 0.00 -0.01 0.01 0.00 0.00 0.00 -0.01 0.00 0.00 0.00
## tired -0.15 0.26 0.03 -0.05 -0.05 -0.07 0.13 0.05 0.01 0.00
## pain 0.00 0.00 -0.07 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## nauseated 0.10 0.12 -0.09 0.16 0.11 -0.11 -0.14 0.05 -0.06 0.04
## safe 0.02 0.13 0.10 -0.04 -0.05 0.09 0.09 -0.07 -0.02 0.10
## love -0.08 -0.24 0.07 -0.05 0.01 0.00 0.03 -0.01 0.00 0.02
## recognizing 0.07 -0.03 0.06 -0.10 -0.15 -0.12 -0.07 -0.06 -0.02 0.02
## communicating -0.08 -0.04 0.08 -0.03 -0.06 0.07 -0.08 0.03 -0.01 -0.02
## guilt 0.17 -0.03 0.00 0.06 -0.11 0.01 0.22 0.10 0.05 -0.01
## disrespected 0.15 -0.03 0.01 0.06 0.03 0.14 0.07 -0.11 0.04 -0.10
## free_will 0.01 -0.02 0.22 0.00 0.00 0.00 0.00 0.00 0.00 -0.01
## choices -0.09 0.08 0.16 0.13 -0.09 0.14 -0.08 0.12 -0.29 -0.11
## self_restraint -0.12 0.04 0.08 0.19 -0.12 0.13 0.01 -0.13 0.02 0.07
## intentions -0.04 0.02 0.04 0.04 -0.08 0.15 -0.06 0.14 -0.03 0.06
## goal -0.12 -0.08 0.04 0.04 -0.09 0.15 -0.14 0.13 0.28 0.10
## conscious -0.05 0.08 0.02 0.09 0.23 -0.03 0.13 0.04 0.03 0.00
## self_aware 0.13 0.16 0.11 -0.01 -0.03 -0.08 -0.16 0.02 0.13 0.19
## desires 0.00 -0.01 -0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## embarrassed 0.16 0.04 -0.04 -0.18 0.05 -0.05 0.04 0.16 -0.09 0.09
## emo_recog -0.29 -0.05 0.13 -0.10 0.09 -0.06 0.03 -0.03 0.01 -0.09
## joy -0.01 -0.01 -0.29 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## morality -0.21 -0.01 0.10 0.20 0.07 0.03 0.05 -0.06 -0.12 0.20
## personality -0.05 0.03 0.09 -0.12 0.01 -0.10 -0.07 0.11 0.10 -0.03
## pleasure 0.00 -0.01 0.10 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## pride -0.05 0.15 0.07 -0.13 0.08 0.04 -0.26 -0.03 -0.01 -0.06
## MR19 MR20 MR22 MR6 MR25 MR26 MR27 MR29 MR30 MR28
## happy 0.00 0.00 0.00 -0.04 0.00 0.00 0.00 0.00 0.00 0.00
## depressed -0.05 -0.04 0.09 -0.01 -0.11 0.14 -0.05 0.07 0.03 0.08
## fear -0.02 -0.10 -0.10 0.08 -0.02 0.07 0.02 -0.04 0.02 0.01
## angry -0.25 0.09 0.07 -0.01 0.06 0.01 -0.02 0.06 0.05 0.04
## calm -0.02 0.00 0.12 0.04 -0.04 -0.12 0.05 -0.07 0.06 -0.01
## sounds -0.01 0.09 0.02 -0.04 0.07 0.07 0.09 0.01 -0.10 0.03
## seeing 0.10 -0.01 0.06 -0.01 0.09 0.21 0.02 0.07 0.00 -0.10
## temperature 0.00 -0.02 -0.01 -0.01 -0.10 -0.15 -0.06 0.10 0.05 0.06
## odors 0.06 -0.07 -0.02 0.02 -0.11 -0.09 0.04 0.11 0.11 0.07
## depth -0.06 0.09 -0.09 0.00 -0.11 -0.07 0.11 -0.04 -0.03 0.03
## computations -0.01 0.00 0.00 -0.06 0.00 -0.01 -0.01 0.01 0.00 0.00
## thoughts 0.07 0.19 -0.10 0.03 -0.02 0.01 0.05 -0.02 0.01 0.10
## reasoning -0.03 -0.01 -0.07 0.03 0.16 -0.01 0.07 0.05 -0.04 -0.11
## remembering 0.10 0.06 0.13 -0.08 0.01 0.06 -0.17 -0.09 0.04 0.07
## beliefs 0.05 0.17 -0.07 0.06 -0.02 0.11 0.01 -0.05 0.05 0.05
## hungry 0.00 0.00 0.00 0.20 0.00 0.00 0.00 0.00 0.00 0.00
## tired 0.01 0.06 -0.04 0.07 0.01 0.02 -0.02 0.00 -0.03 -0.02
## pain 0.00 0.00 0.00 -0.24 0.00 0.00 0.00 0.00 0.00 0.00
## nauseated 0.00 -0.06 0.00 0.01 0.11 -0.05 0.01 -0.02 0.00 0.03
## safe 0.29 -0.12 0.12 0.02 0.01 0.02 -0.05 0.05 -0.01 0.02
## love 0.02 0.02 -0.04 0.04 -0.04 0.00 0.00 0.02 0.00 -0.03
## recognizing -0.13 -0.13 -0.09 -0.08 -0.07 0.05 -0.08 -0.09 -0.09 -0.08
## communicating -0.02 -0.06 0.00 -0.01 0.01 -0.02 0.04 -0.13 0.11 0.04
## guilt -0.01 -0.17 0.00 0.02 -0.05 -0.05 0.14 -0.02 -0.01 -0.05
## disrespected 0.06 0.12 -0.05 0.01 0.08 -0.12 -0.12 0.01 -0.02 -0.05
## free_will 0.00 -0.01 0.00 0.19 0.00 0.00 0.00 -0.01 0.00 0.00
## choices 0.06 -0.02 -0.03 0.10 -0.10 -0.06 -0.05 0.01 0.07 -0.11
## self_restraint -0.05 0.02 0.05 0.00 0.13 0.01 0.04 0.06 -0.07 -0.03
## intentions 0.02 -0.01 0.12 0.06 0.00 -0.03 0.07 0.10 -0.21 0.08
## goal -0.03 0.11 0.16 -0.01 0.02 -0.03 0.03 -0.11 0.02 -0.01
## conscious -0.10 0.04 0.14 0.06 -0.06 0.00 -0.05 0.00 -0.01 -0.09
## self_aware -0.03 -0.02 -0.17 0.01 -0.03 -0.02 -0.11 0.11 -0.01 -0.04
## desires 0.00 0.00 0.00 0.02 0.00 0.00 0.00 0.00 0.00 0.00
## embarrassed 0.07 -0.01 0.05 0.05 0.06 0.04 -0.06 -0.14 -0.01 -0.02
## emo_recog -0.08 -0.18 -0.02 0.06 0.10 -0.06 -0.06 0.00 -0.01 0.16
## joy 0.00 0.00 0.00 0.05 0.00 0.00 0.00 0.00 0.00 0.00
## morality -0.05 0.00 -0.09 0.08 0.01 0.10 0.07 0.00 0.04 0.00
## personality 0.08 0.01 0.04 -0.01 0.15 0.05 0.09 0.11 0.17 -0.09
## pleasure 0.00 0.00 0.00 -0.07 0.00 0.00 0.00 0.00 0.00 0.00
## pride 0.04 0.06 0.05 0.01 -0.11 -0.01 0.06 0.01 -0.04 -0.02
## MR31 MR32 MR34 MR33 MR36 MR35 MR37 MR39 MR38 h2
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## depressed 0.06 0.03 -0.04 -0.01 -0.01 0.01 0.00 0.01 0.00 0.87
## fear 0.02 0.00 -0.01 0.02 -0.01 0.00 0.00 0.00 0.01 0.91
## angry -0.05 -0.01 0.02 -0.01 0.03 0.02 0.00 0.00 0.00 0.88
## calm 0.03 -0.01 -0.02 0.07 -0.02 -0.02 0.01 0.00 0.01 0.85
## sounds 0.03 0.04 -0.12 0.00 0.01 -0.06 0.03 -0.01 -0.03 0.73
## seeing -0.04 -0.03 0.17 0.05 -0.02 -0.02 -0.03 0.03 0.02 0.66
## temperature 0.03 0.10 0.01 0.06 -0.06 0.05 -0.08 0.00 0.00 0.70
## odors -0.05 -0.06 0.05 -0.07 -0.03 0.00 0.11 0.03 0.02 0.64
## depth 0.08 0.03 0.07 -0.01 0.13 0.08 0.01 -0.04 0.04 0.59
## computations 0.00 -0.01 0.00 -0.01 0.00 -0.01 0.00 0.00 0.00 0.96
## thoughts -0.03 0.01 0.02 -0.03 -0.02 0.00 -0.01 0.00 0.00 0.89
## reasoning -0.06 0.09 -0.06 0.09 0.02 0.11 0.03 0.03 0.00 0.71
## remembering -0.13 -0.02 0.02 0.12 0.02 -0.05 0.02 -0.03 0.01 0.71
## beliefs 0.08 -0.13 0.04 0.08 0.00 0.08 0.01 0.01 -0.04 0.70
## hungry 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## tired 0.00 -0.01 0.00 0.00 0.00 -0.01 0.00 0.00 0.00 0.94
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## nauseated -0.03 -0.03 0.01 -0.01 -0.01 0.00 0.00 0.00 -0.01 0.90
## safe -0.05 0.02 -0.02 -0.06 0.05 0.05 -0.01 -0.01 -0.01 0.83
## love 0.01 0.01 0.00 0.01 0.00 -0.01 0.00 0.00 0.00 0.94
## recognizing -0.01 -0.09 0.00 -0.08 -0.03 0.04 -0.01 -0.01 0.00 0.79
## communicating 0.10 0.02 0.02 -0.07 0.15 -0.09 -0.05 0.06 -0.01 0.52
## guilt -0.05 -0.02 0.03 0.02 0.00 -0.03 -0.01 0.00 -0.02 0.85
## disrespected 0.02 -0.05 -0.02 -0.04 0.00 -0.01 -0.01 0.00 0.01 0.85
## free_will 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.98
## choices 0.06 0.00 0.00 -0.01 -0.01 -0.02 0.03 -0.01 -0.01 0.75
## self_restraint 0.09 0.16 0.16 -0.08 -0.04 -0.04 0.02 -0.03 -0.01 0.65
## intentions 0.09 -0.11 -0.01 0.05 -0.01 -0.02 -0.01 0.01 0.03 0.76
## goal 0.00 0.04 -0.03 -0.09 -0.07 0.03 0.00 0.02 -0.01 0.67
## conscious -0.01 -0.01 0.01 -0.01 0.01 0.00 0.00 0.00 -0.01 0.89
## self_aware 0.01 0.04 0.00 0.04 0.02 -0.04 0.01 0.00 -0.01 0.82
## desires 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## embarrassed 0.08 0.08 0.00 0.02 -0.02 0.01 0.02 0.01 0.02 0.82
## emo_recog 0.01 0.00 0.02 0.01 0.00 0.00 0.00 -0.01 -0.01 0.83
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## morality -0.12 0.04 -0.09 -0.03 -0.01 -0.03 -0.02 0.00 0.04 0.73
## personality 0.09 -0.08 -0.05 -0.01 -0.01 0.00 -0.02 -0.03 0.01 0.75
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## pride -0.06 0.02 0.01 0.00 0.01 0.00 -0.01 0.00 -0.01 0.88
## u2 com
## happy 0.005 1.8
## depressed 0.133 3.0
## fear 0.088 1.6
## angry 0.124 1.9
## calm 0.146 1.9
## sounds 0.266 7.4
## seeing 0.338 7.1
## temperature 0.297 5.3
## odors 0.357 4.5
## depth 0.410 5.3
## computations 0.040 3.6
## thoughts 0.114 2.5
## reasoning 0.287 5.3
## remembering 0.293 5.9
## beliefs 0.296 7.0
## hungry 0.005 1.9
## tired 0.061 1.7
## pain 0.005 1.8
## nauseated 0.099 2.0
## safe 0.167 2.0
## love 0.059 2.8
## recognizing 0.205 4.2
## communicating 0.478 3.8
## guilt 0.150 4.6
## disrespected 0.146 4.5
## free_will 0.016 2.2
## choices 0.254 8.9
## self_restraint 0.350 5.9
## intentions 0.240 2.9
## goal 0.331 9.3
## conscious 0.110 1.8
## self_aware 0.182 3.0
## desires 0.005 1.5
## embarrassed 0.180 5.0
## emo_recog 0.170 8.3
## joy 0.005 1.8
## morality 0.265 8.8
## personality 0.245 5.0
## pleasure 0.005 1.4
## pride 0.115 4.2
##
## MR1 MR2 MR8 MR9 MR7 MR3 MR11 MR13 MR10 MR4
## SS loadings 15.55 3.77 2.63 1.56 0.97 0.62 0.56 0.52 0.50 0.48
## Proportion Var 0.39 0.09 0.07 0.04 0.02 0.02 0.01 0.01 0.01 0.01
## Cumulative Var 0.39 0.48 0.55 0.59 0.61 0.63 0.64 0.65 0.67 0.68
## Proportion Explained 0.47 0.11 0.08 0.05 0.03 0.02 0.02 0.02 0.02 0.01
## Cumulative Proportion 0.47 0.59 0.67 0.71 0.74 0.76 0.78 0.79 0.81 0.82
## MR14 MR12 MR5 MR17 MR18 MR16 MR15 MR21 MR24 MR23
## SS loadings 0.43 0.40 0.37 0.36 0.33 0.31 0.30 0.29 0.26 0.25
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.69 0.70 0.71 0.72 0.73 0.73 0.74 0.75 0.76 0.76
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.84 0.85 0.86 0.87 0.88 0.89 0.90 0.91 0.92 0.92
## MR19 MR20 MR22 MR6 MR25 MR26 MR27 MR29 MR30 MR28
## SS loadings 0.25 0.24 0.22 0.21 0.20 0.19 0.16 0.15 0.15 0.14
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.77 0.77 0.78 0.78 0.79 0.79 0.80 0.80 0.81 0.81
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.93 0.94 0.95 0.95 0.96 0.96 0.97 0.97 0.98 0.98
## MR31 MR32 MR34 MR33 MR36 MR35 MR37 MR39 MR38
## SS loadings 0.12 0.11 0.10 0.09 0.06 0.05 0.03 0.01 0.01
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.81 0.82 0.82 0.82 0.82 0.82 0.82 0.82 0.82
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.99 0.99 0.99 1.00 1.00 1.00 1.00 1.00 1.00
##
## Mean item complexity = 4.1
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 34.22 with Chi Square of 13170.85
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 400 with the empirical chi square 0 with prob < NA
## The total number of observations was 400 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.068
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR8 MR9 MR7
## Correlation of scores with factors 1 1.00 0.97 0.96 0.98
## Multiple R square of scores with factors 1 0.99 0.93 0.92 0.96
## Minimum correlation of possible factor scores 1 0.99 0.86 0.84 0.91
## MR3 MR11 MR13 MR10 MR4
## Correlation of scores with factors 0.99 0.91 0.88 0.93 0.99
## Multiple R square of scores with factors 0.98 0.82 0.77 0.86 0.98
## Minimum correlation of possible factor scores 0.97 0.65 0.54 0.71 0.95
## MR14 MR12 MR5 MR17 MR18
## Correlation of scores with factors 0.85 0.90 0.99 0.81 0.81
## Multiple R square of scores with factors 0.72 0.81 0.97 0.65 0.65
## Minimum correlation of possible factor scores 0.45 0.61 0.94 0.31 0.30
## MR16 MR15 MR21 MR24 MR23
## Correlation of scores with factors 0.82 0.83 0.77 0.72 0.74
## Multiple R square of scores with factors 0.67 0.68 0.59 0.52 0.55
## Minimum correlation of possible factor scores 0.34 0.37 0.18 0.03 0.09
## MR19 MR20 MR22 MR6 MR25
## Correlation of scores with factors 0.78 0.78 0.75 0.98 0.71
## Multiple R square of scores with factors 0.61 0.60 0.57 0.96 0.50
## Minimum correlation of possible factor scores 0.22 0.20 0.13 0.92 0.00
## MR26 MR27 MR29 MR30
## Correlation of scores with factors 0.69 0.67 0.63 0.61
## Multiple R square of scores with factors 0.47 0.45 0.39 0.38
## Minimum correlation of possible factor scores -0.05 -0.10 -0.21 -0.24
## MR28 MR31 MR32 MR34
## Correlation of scores with factors 0.65 0.57 0.55 0.50
## Multiple R square of scores with factors 0.42 0.32 0.30 0.25
## Minimum correlation of possible factor scores -0.15 -0.35 -0.40 -0.50
## MR33 MR36 MR35 MR37
## Correlation of scores with factors 0.51 0.37 0.40 0.27
## Multiple R square of scores with factors 0.26 0.14 0.16 0.07
## Minimum correlation of possible factor scores -0.49 -0.72 -0.68 -0.85
## MR39 MR38
## Correlation of scores with factors 0.19 0.19
## Multiple R square of scores with factors 0.03 0.04
## Minimum correlation of possible factor scores -0.93 -0.92
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d3_all, nfactors = nfactors_d3_all, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.68 0.30 0.08 0.77 0.23 1.4
## depressed 0.80 0.13 -0.07 0.69 0.31 1.1
## fear 0.30 0.67 0.09 0.75 0.25 1.4
## angry 0.62 0.35 0.03 0.69 0.31 1.6
## calm 0.44 0.42 0.21 0.66 0.34 2.4
## sounds -0.18 0.12 0.70 0.45 0.55 1.2
## seeing -0.20 0.31 0.62 0.43 0.57 1.7
## temperature -0.23 0.34 0.66 0.50 0.50 1.8
## odors -0.10 0.49 0.47 0.47 0.53 2.1
## depth -0.02 0.09 0.61 0.38 0.62 1.0
## computations 0.14 -0.89 0.21 0.72 0.28 1.2
## thoughts 0.50 0.30 0.27 0.67 0.33 2.3
## reasoning 0.37 -0.35 0.53 0.54 0.46 2.6
## remembering 0.11 -0.31 0.64 0.49 0.51 1.5
## beliefs 0.69 -0.11 0.02 0.44 0.56 1.1
## hungry 0.00 0.93 0.01 0.87 0.13 1.0
## tired 0.25 0.74 0.04 0.78 0.22 1.2
## pain 0.06 0.88 0.05 0.84 0.16 1.0
## nauseated 0.47 0.50 0.01 0.66 0.34 2.0
## safe 0.29 0.58 0.15 0.63 0.37 1.6
## love 0.72 0.20 0.04 0.70 0.30 1.2
## recognizing 0.24 -0.46 0.61 0.59 0.41 2.2
## communicating 0.07 -0.25 0.60 0.40 0.60 1.4
## guilt 0.83 -0.05 -0.07 0.63 0.37 1.0
## disrespected 0.82 -0.02 -0.07 0.61 0.39 1.0
## free_will 0.33 0.56 0.16 0.66 0.34 1.8
## choices 0.09 0.13 0.61 0.47 0.53 1.1
## self_restraint 0.57 -0.01 0.18 0.43 0.57 1.2
## intentions 0.24 0.41 0.34 0.52 0.48 2.6
## goal 0.11 0.01 0.57 0.39 0.61 1.1
## conscious 0.34 0.56 0.18 0.68 0.32 1.9
## self_aware 0.44 0.31 0.21 0.54 0.46 2.3
## desires 0.37 0.59 0.16 0.75 0.25 1.9
## embarrassed 0.83 -0.05 -0.12 0.60 0.40 1.1
## emo_recog 0.62 -0.14 0.25 0.51 0.49 1.4
## joy 0.70 0.28 0.04 0.76 0.24 1.3
## morality 0.52 -0.32 0.28 0.41 0.59 2.2
## personality 0.60 -0.02 0.28 0.57 0.43 1.4
## pleasure 0.47 0.55 0.07 0.76 0.24 2.0
## pride 0.84 0.00 -0.07 0.66 0.34 1.0
##
## MR1 MR2 MR3
## SS loadings 10.49 8.21 5.35
## Proportion Var 0.26 0.21 0.13
## Cumulative Var 0.26 0.47 0.60
## Proportion Explained 0.44 0.34 0.22
## Cumulative Proportion 0.44 0.78 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.38 0.40
## MR2 0.38 1.00 0.16
## MR3 0.40 0.16 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 34.22 with Chi Square of 13170.85
## The degrees of freedom for the model are 663 and the objective function was 3.58
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 400 with the empirical chi square 526.02 with prob < 1
## The total number of observations was 400 with MLE Chi Square = 1371.31 with prob < 1.4e-51
##
## Tucker Lewis Index of factoring reliability = 0.932
## RMSEA index = 0.054 and the 90 % confidence intervals are 0.048 0.056
## BIC = -2601.03
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 0.98 0.98 0.95
## Multiple R square of scores with factors 0.96 0.96 0.90
## Minimum correlation of possible factor scores 0.92 0.93 0.81
back to TOC
Factor 1
Study 3, ALL conditions: Rotated Factor 1
| pride |
0.8355655 |
| guilt |
0.8343019 |
| embarrassed |
0.8294130 |
| disrespected |
0.8162977 |
| depressed |
0.7982484 |
| love |
0.7198466 |
| joy |
0.7022254 |
| beliefs |
0.6923427 |
| happy |
0.6817983 |
| emo_recog |
0.6246103 |
| angry |
0.6218072 |
| personality |
0.6045677 |
| self_restraint |
0.5661369 |
| morality |
0.5242637 |
| thoughts |
0.4997066 |
| nauseated |
0.4719554 |
| pleasure |
0.4663574 |
| self_aware |
0.4418902 |
| calm |
0.4395396 |
| reasoning |
0.3741904 |
| desires |
0.3698248 |
| conscious |
0.3424203 |
| free_will |
0.3343673 |
| fear |
0.3028950 |
| safe |
0.2853295 |
| tired |
0.2468717 |
| intentions |
0.2389793 |
| recognizing |
0.2380664 |
| computations |
0.1414391 |
| goal |
0.1149527 |
| remembering |
0.1149484 |
| choices |
0.0940551 |
| communicating |
0.0744099 |
| pain |
0.0643083 |
| hungry |
0.0028932 |
| depth |
-0.0168866 |
| odors |
-0.1049849 |
| sounds |
-0.1848926 |
| seeing |
-0.2004686 |
| temperature |
-0.2296458 |
Factor 2
Study 3, ALL conditions: Rotated Factor 2
| hungry |
0.9310065 |
| pain |
0.8783099 |
| tired |
0.7447308 |
| fear |
0.6737192 |
| desires |
0.5867782 |
| safe |
0.5828178 |
| free_will |
0.5581014 |
| conscious |
0.5551105 |
| pleasure |
0.5511893 |
| nauseated |
0.5017473 |
| odors |
0.4868042 |
| calm |
0.4248659 |
| intentions |
0.4054190 |
| angry |
0.3486169 |
| temperature |
0.3405954 |
| self_aware |
0.3149236 |
| seeing |
0.3090220 |
| happy |
0.3005960 |
| thoughts |
0.3005739 |
| joy |
0.2845572 |
| love |
0.2012057 |
| choices |
0.1280229 |
| depressed |
0.1263512 |
| sounds |
0.1155786 |
| depth |
0.0854566 |
| goal |
0.0130670 |
| pride |
0.0018078 |
| self_restraint |
-0.0143414 |
| personality |
-0.0224117 |
| disrespected |
-0.0230586 |
| guilt |
-0.0458504 |
| embarrassed |
-0.0481279 |
| beliefs |
-0.1117514 |
| emo_recog |
-0.1441830 |
| communicating |
-0.2518920 |
| remembering |
-0.3145192 |
| morality |
-0.3176953 |
| reasoning |
-0.3525384 |
| recognizing |
-0.4644066 |
| computations |
-0.8882576 |
Factor 3
Study 3, ALL conditions: Rotated Factor 3
| sounds |
0.7036938 |
| temperature |
0.6615971 |
| remembering |
0.6388390 |
| seeing |
0.6199357 |
| recognizing |
0.6120320 |
| depth |
0.6083815 |
| choices |
0.6074725 |
| communicating |
0.5954826 |
| goal |
0.5669244 |
| reasoning |
0.5268238 |
| odors |
0.4716850 |
| intentions |
0.3400562 |
| personality |
0.2810219 |
| morality |
0.2767068 |
| thoughts |
0.2744226 |
| emo_recog |
0.2475554 |
| self_aware |
0.2066225 |
| computations |
0.2058084 |
| calm |
0.2054790 |
| self_restraint |
0.1837816 |
| conscious |
0.1796148 |
| free_will |
0.1613377 |
| desires |
0.1601078 |
| safe |
0.1492822 |
| fear |
0.0891959 |
| happy |
0.0769024 |
| pleasure |
0.0686854 |
| pain |
0.0462202 |
| tired |
0.0435106 |
| joy |
0.0427298 |
| love |
0.0412117 |
| angry |
0.0291800 |
| beliefs |
0.0225511 |
| nauseated |
0.0139352 |
| hungry |
0.0056931 |
| pride |
-0.0672287 |
| disrespected |
-0.0675821 |
| depressed |
-0.0720569 |
| guilt |
-0.0744155 |
| embarrassed |
-0.1246714 |
back to TOC
Confirmatory factor analysis
CFA: All conditions
ModelDD: Data-driven, three factors (MR1, MR2, MR3; see Study 1)
## lavaan (0.5-20) converged normally after 63 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 3342.584
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 13689.925
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.798
## Tucker-Lewis Index (TLI) 0.786
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -28450.054
## Loglikelihood unrestricted model (H1) -26778.761
##
## Number of free parameters 83
## Akaike (AIC) 57066.107
## Bayesian (BIC) 57397.399
## Sample-size adjusted Bayesian (BIC) 57134.034
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.094
## 90 Percent Confidence Interval 0.091 0.097
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.114
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassd 1.000
## pride 1.328 0.084 15.824 0.000
## guilt 1.038 0.068 15.250 0.000
## love 1.564 0.092 16.975 0.000
## disrespctd 1.074 0.071 15.156 0.000
## depressed 1.280 0.077 16.574 0.000
## beliefs 0.952 0.077 12.404 0.000
## emo_recog 1.182 0.092 12.830 0.000
## joy 1.740 0.098 17.702 0.000
## personalty 1.491 0.105 14.224 0.000
## happy 1.784 0.099 17.947 0.000
## morality 0.869 0.096 9.079 0.000
## angry 1.724 0.104 16.544 0.000
## slf_rstrnt 1.278 0.103 12.404 0.000
## thoughts 1.765 0.112 15.760 0.000
## self_aware 1.577 0.113 13.974 0.000
## MR2 =~
## hungry 1.000
## pain 0.946 0.043 21.877 0.000
## tired 0.930 0.041 22.892 0.000
## fear 0.904 0.040 22.783 0.000
## pleasure 0.799 0.036 22.294 0.000
## conscious 0.863 0.041 20.809 0.000
## free_will 0.820 0.041 20.247 0.000
## safe 0.781 0.040 19.663 0.000
## desires 0.817 0.036 22.781 0.000
## calm 0.733 0.038 19.148 0.000
## nauseated 0.679 0.035 19.663 0.000
## odors 0.520 0.045 11.588 0.000
## intentions 0.669 0.043 15.711 0.000
## computatns (x) -0.721 0.053 -13.634 0.000
## MR3 =~
## rememberng 1.000
## temperatur 0.854 0.083 10.257 0.000
## recognizng 1.015 0.090 11.279 0.000
## seeing 0.765 0.079 9.673 0.000
## communctng 0.894 0.084 10.647 0.000
## sounds 0.768 0.071 10.888 0.000
## depth 0.923 0.086 10.775 0.000
## goal 1.009 0.091 11.032 0.000
## choices 0.966 0.087 11.091 0.000
## reasoning 0.972 0.088 11.100 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.718 0.172 10.012 0.000
## MR3 0.611 0.089 6.872 0.000
## MR2 ~~
## MR3 1.079 0.195 5.532 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.775 0.057 13.523 0.000
## pride 0.975 0.073 13.274 0.000
## guilt 0.707 0.053 13.410 0.000
## love 0.925 0.072 12.871 0.000
## disrespected 0.777 0.058 13.429 0.000
## depressed 0.713 0.055 13.037 0.000
## beliefs 1.259 0.091 13.797 0.000
## emo_recog 1.745 0.127 13.758 0.000
## joy 0.862 0.069 12.452 0.000
## personality 1.934 0.142 13.591 0.000
## happy 0.814 0.066 12.260 0.000
## morality 2.469 0.176 13.996 0.000
## angry 1.306 0.100 13.048 0.000
## self_restraint 2.269 0.164 13.797 0.000
## thoughts 1.756 0.132 13.290 0.000
## self_aware 2.313 0.170 13.626 0.000
## hungry 2.278 0.175 13.035 0.000
## pain 1.812 0.140 12.896 0.000
## tired 1.428 0.113 12.611 0.000
## fear 1.378 0.109 12.646 0.000
## pleasure 1.192 0.093 12.789 0.000
## conscious 1.848 0.141 13.126 0.000
## free_will 1.851 0.140 13.226 0.000
## safe 1.863 0.140 13.317 0.000
## desires 1.128 0.089 12.646 0.000
## calm 1.798 0.134 13.390 0.000
## nauseated 1.408 0.106 13.318 0.000
## odors 3.554 0.255 13.951 0.000
## intentions 2.731 0.199 13.729 0.000
## computations 4.596 0.332 13.858 0.000
## remembering 2.387 0.192 12.461 0.000
## temperature 2.644 0.203 13.038 0.000
## recognizing 2.622 0.209 12.567 0.000
## seeing 2.574 0.194 13.233 0.000
## communicating 2.539 0.197 12.882 0.000
## sounds 1.724 0.135 12.772 0.000
## depth 2.591 0.202 12.825 0.000
## goal 2.830 0.223 12.701 0.000
## choices 2.542 0.201 12.670 0.000
## reasoning 2.564 0.202 12.666 0.000
## MR1 0.867 0.104 8.361 0.000
## MR2 5.353 0.519 10.306 0.000
## MR3 1.875 0.266 7.060 0.000
ModelWDM: Theoretical, three factors (SOCIAL-EMOTIONAL, BIOLOGICAL, PERCEPTUAL; see Weisman et al., 2015)
## lavaan (0.5-20) converged normally after 63 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 1258.803
## Degrees of freedom 206
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 7556.118
## Degrees of freedom 231
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.856
## Tucker-Lewis Index (TLI) 0.839
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -15045.378
## Loglikelihood unrestricted model (H1) -14415.976
##
## Number of free parameters 47
## Akaike (AIC) 30184.756
## Bayesian (BIC) 30372.355
## Sample-size adjusted Bayesian (BIC) 30223.220
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.113
## 90 Percent Confidence Interval 0.107 0.119
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.091
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo =~
## happy 1.000
## depressed 0.706 0.031 22.497 0.000
## fear 1.066 0.055 19.301 0.000
## angry 0.978 0.041 23.739 0.000
## calm 0.985 0.049 20.162 0.000
## joy 0.982 0.036 27.027 0.000
## love 0.854 0.037 23.086 0.000
## guilt 0.552 0.030 18.311 0.000
## disrespected 0.569 0.032 18.020 0.000
## embarrassed 0.529 0.031 17.080 0.000
## pride 0.706 0.036 19.441 0.000
## biological =~
## hungry 1.000
## tired 0.922 0.036 25.288 0.000
## pain 0.939 0.039 24.075 0.000
## nauseated 0.657 0.032 20.397 0.000
## safe 0.742 0.038 19.747 0.000
## pleasure 0.759 0.034 22.571 0.000
## perceptual =~
## sounds 1.000
## seeing 1.139 0.102 11.218 0.000
## temperature 1.343 0.109 12.270 0.000
## odors 1.424 0.120 11.829 0.000
## depth 1.084 0.106 10.186 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo ~~
## biological 3.268 0.293 11.159 0.000
## perceptual 0.781 0.124 6.285 0.000
## biological ~~
## perceptual 1.441 0.193 7.482 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.714 0.061 11.677 0.000
## depressed 0.710 0.055 12.911 0.000
## fear 2.501 0.187 13.347 0.000
## angry 1.150 0.091 12.683 0.000
## calm 1.898 0.143 13.247 0.000
## joy 0.729 0.062 11.814 0.000
## love 0.960 0.075 12.808 0.000
## guilt 0.771 0.057 13.450 0.000
## disrespected 0.853 0.063 13.478 0.000
## embarrassed 0.843 0.062 13.563 0.000
## pride 1.077 0.081 13.332 0.000
## hungry 1.899 0.161 11.770 0.000
## tired 1.186 0.109 10.903 0.000
## pain 1.546 0.134 11.570 0.000
## nauseated 1.398 0.110 12.760 0.000
## safe 1.974 0.153 12.896 0.000
## pleasure 1.311 0.108 12.167 0.000
## sounds 1.556 0.132 11.759 0.000
## seeing 2.018 0.172 11.756 0.000
## temperature 1.715 0.168 10.218 0.000
## odors 2.421 0.220 11.019 0.000
## depth 2.692 0.215 12.534 0.000
## soc_emo 2.859 0.250 11.439 0.000
## biological 5.732 0.530 10.811 0.000
## perceptual 1.273 0.183 6.973 0.000
ModelGGW: Theoretical, two factors (AGENCY, EXPERIENCE; see Gray et al., 2007)
## lavaan (0.5-20) converged normally after 46 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 1456.993
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5368.619
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.746
## Tucker-Lewis Index (TLI) 0.710
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -13320.986
## Loglikelihood unrestricted model (H1) -12592.489
##
## Number of free parameters 37
## Akaike (AIC) 26715.972
## Bayesian (BIC) 26863.656
## Sample-size adjusted Bayesian (BIC) 26746.253
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.157
## 90 Percent Confidence Interval 0.150 0.164
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.131
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.990 0.056 17.669 0.000
## pain 0.969 0.061 15.954 0.000
## pleasure 0.927 0.050 18.567 0.000
## angry 0.793 0.046 17.154 0.000
## desires 0.931 0.050 18.465 0.000
## personality 0.565 0.048 11.890 0.000
## conscious 0.974 0.057 17.198 0.000
## pride 0.490 0.038 12.870 0.000
## embarrassed 0.360 0.031 11.591 0.000
## joy 0.760 0.044 17.375 0.000
## agency =~
## self_restraint 1.000
## morality 0.750 0.078 9.623 0.000
## remembering 0.620 0.089 6.980 0.000
## emo_recog 0.929 0.078 11.858 0.000
## goal 0.855 0.095 8.970 0.000
## communicating 0.581 0.086 6.727 0.000
## thoughts 1.266 0.099 12.835 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.984 0.229 8.655 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.432 0.258 13.328 0.000
## fear 1.631 0.131 12.455 0.000
## pain 2.657 0.202 13.154 0.000
## pleasure 1.009 0.086 11.750 0.000
## angry 1.244 0.098 12.725 0.000
## desires 1.064 0.090 11.852 0.000
## personality 2.519 0.183 13.788 0.000
## conscious 1.850 0.146 12.705 0.000
## pride 1.494 0.109 13.693 0.000
## embarrassed 1.098 0.079 13.813 0.000
## joy 1.062 0.084 12.618 0.000
## self_restraint 2.011 0.168 11.985 0.000
## morality 2.182 0.167 13.033 0.000
## remembering 3.618 0.264 13.688 0.000
## emo_recog 1.512 0.130 11.658 0.000
## goal 3.514 0.265 13.249 0.000
## communicating 3.472 0.253 13.727 0.000
## thoughts 1.778 0.174 10.210 0.000
## experience 4.199 0.490 8.576 0.000
## agency 1.673 0.236 7.096 0.000
Compare models (not yet implemented)
# MODELS HAVE DIFFERENT SETS OF VARIABLES, MIGHT NOT WORK
# # compare models (iff continuous and ML)
# customVuong(chosenDD = d3_all_fitDD,
# chosenWDM = d3_all_fitWDM,
# chosenGGW = d3_all_fitGGW)
back to TOC
Study 4 (2016-01-14, 21 conditions, between-subjects)
Demographics
Study 4: Exclusion
| 15 |
24 |
1 |
0 |
40 |
431 |
471 |
Study 4: Sample size
| adult |
21 |
| bear |
20 |
| beetle |
19 |
| bluejay |
20 |
| car |
23 |
| child |
20 |
| chimpanzee |
21 |
| computer |
22 |
| dog |
24 |
| dolphin |
22 |
| elephant |
21 |
| fetus |
20 |
| fish |
20 |
| frog |
21 |
| goat |
20 |
| infant |
19 |
| microbe |
20 |
| mouse |
18 |
| pvs |
21 |
| robot |
22 |
| stapler |
17 |
| all |
431 |
Study 4: Study duration (minutes)
| adult |
1.20 |
41.08 |
2.57 |
6.99 |
11.38 |
| bear |
1.65 |
8.07 |
3.53 |
3.84 |
1.78 |
| beetle |
1.40 |
4.70 |
2.78 |
2.82 |
0.92 |
| bluejay |
1.68 |
12.95 |
3.50 |
4.21 |
2.78 |
| car |
0.62 |
28.50 |
2.22 |
3.47 |
5.57 |
| child |
1.57 |
7.02 |
3.15 |
3.56 |
1.45 |
| chimpanzee |
2.08 |
5.88 |
3.48 |
3.61 |
1.31 |
| computer |
1.30 |
21.77 |
2.75 |
4.33 |
4.39 |
| dog |
1.80 |
7.97 |
2.79 |
3.11 |
1.59 |
| dolphin |
0.70 |
11.18 |
2.96 |
3.93 |
2.42 |
| elephant |
1.27 |
5.08 |
2.47 |
2.87 |
1.04 |
| fetus |
1.42 |
12.33 |
2.72 |
3.40 |
2.35 |
| fish |
1.35 |
7.97 |
3.37 |
3.40 |
1.65 |
| frog |
1.80 |
32.23 |
3.52 |
6.31 |
6.80 |
| goat |
1.63 |
9.17 |
3.38 |
4.20 |
2.57 |
| infant |
1.78 |
45.18 |
4.05 |
6.06 |
9.65 |
| microbe |
1.02 |
42.28 |
2.73 |
4.69 |
8.92 |
| mouse |
1.50 |
7.92 |
3.40 |
3.78 |
1.76 |
| pvs |
1.13 |
7.58 |
2.22 |
2.72 |
1.54 |
| robot |
1.72 |
22.15 |
3.38 |
4.43 |
4.24 |
| stapler |
1.17 |
13.17 |
1.67 |
2.92 |
2.86 |
| all |
0.62 |
45.18 |
2.88 |
4.03 |
4.76 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
Study 4: Participant age (years; approximate)
| adult |
22 |
55 |
30.0 |
30.86 |
7.83 |
| bear |
20 |
64 |
35.5 |
35.75 |
11.74 |
| beetle |
21 |
45 |
30.0 |
30.37 |
5.22 |
| bluejay |
24 |
60 |
35.0 |
38.20 |
11.00 |
| car |
21 |
55 |
34.0 |
33.96 |
9.47 |
| child |
22 |
68 |
33.5 |
36.25 |
12.13 |
| chimpanzee |
22 |
57 |
35.0 |
36.48 |
10.88 |
| computer |
23 |
59 |
34.0 |
35.14 |
11.15 |
| dog |
19 |
61 |
30.5 |
33.42 |
11.10 |
| dolphin |
24 |
65 |
33.5 |
37.82 |
11.74 |
| elephant |
22 |
66 |
34.0 |
40.24 |
13.51 |
| fetus |
21 |
70 |
31.0 |
34.30 |
10.85 |
| fish |
21 |
66 |
33.5 |
36.65 |
12.77 |
| frog |
24 |
60 |
34.0 |
36.86 |
9.66 |
| goat |
18 |
64 |
30.0 |
34.90 |
12.93 |
| infant |
22 |
54 |
32.0 |
34.42 |
9.11 |
| microbe |
20 |
58 |
32.5 |
37.75 |
12.37 |
| mouse |
21 |
59 |
40.5 |
39.89 |
11.93 |
| pvs |
24 |
65 |
34.0 |
35.24 |
9.59 |
| robot |
23 |
59 |
40.5 |
41.91 |
11.27 |
| stapler |
22 |
70 |
34.0 |
36.41 |
12.08 |
| all |
18 |
70 |
34.0 |
36.03 |
11.11 |
Study 4: Participant gender
| adult |
16 |
5 |
0 |
| bear |
9 |
11 |
0 |
| beetle |
11 |
8 |
0 |
| bluejay |
5 |
15 |
0 |
| car |
12 |
11 |
0 |
| child |
10 |
9 |
1 |
| chimpanzee |
13 |
8 |
0 |
| computer |
11 |
11 |
0 |
| dog |
14 |
10 |
0 |
| dolphin |
12 |
10 |
0 |
| elephant |
7 |
14 |
0 |
| fetus |
13 |
7 |
0 |
| fish |
9 |
11 |
0 |
| frog |
12 |
9 |
0 |
| goat |
9 |
11 |
0 |
| infant |
12 |
6 |
1 |
| microbe |
11 |
9 |
0 |
| mouse |
8 |
9 |
1 |
| pvs |
11 |
10 |
0 |
| robot |
8 |
14 |
0 |
| stapler |
10 |
7 |
0 |
| all |
223 |
205 |
3 |
Study 4: Participant race/ethnicity
| adult |
1 |
1 |
0 |
4 |
0 |
1 |
0 |
0 |
0 |
14 |
| bear |
1 |
1 |
0 |
1 |
0 |
0 |
0 |
1 |
0 |
16 |
| beetle |
0 |
0 |
0 |
1 |
2 |
0 |
0 |
0 |
0 |
16 |
| bluejay |
0 |
0 |
1 |
3 |
0 |
0 |
1 |
0 |
0 |
15 |
| car |
2 |
0 |
1 |
0 |
2 |
0 |
1 |
0 |
0 |
17 |
| child |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
17 |
| chimpanzee |
1 |
0 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
18 |
| computer |
0 |
0 |
0 |
2 |
0 |
0 |
2 |
0 |
0 |
18 |
| dog |
2 |
0 |
0 |
2 |
1 |
0 |
0 |
0 |
0 |
19 |
| dolphin |
2 |
1 |
0 |
0 |
1 |
0 |
2 |
0 |
0 |
16 |
| elephant |
0 |
1 |
0 |
0 |
1 |
0 |
2 |
0 |
0 |
17 |
| fetus |
1 |
0 |
0 |
0 |
4 |
0 |
2 |
0 |
0 |
13 |
| fish |
2 |
0 |
0 |
3 |
1 |
0 |
0 |
0 |
0 |
14 |
| frog |
2 |
0 |
0 |
1 |
3 |
0 |
0 |
0 |
0 |
15 |
| goat |
1 |
0 |
0 |
3 |
1 |
0 |
1 |
0 |
0 |
14 |
| infant |
1 |
0 |
0 |
2 |
0 |
0 |
1 |
0 |
1 |
14 |
| microbe |
2 |
0 |
0 |
1 |
0 |
0 |
3 |
0 |
1 |
13 |
| mouse |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
16 |
| pvs |
2 |
0 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
17 |
| robot |
1 |
0 |
0 |
1 |
2 |
0 |
0 |
0 |
0 |
18 |
| stapler |
1 |
0 |
2 |
0 |
0 |
0 |
1 |
0 |
0 |
13 |
| all |
26 |
4 |
4 |
26 |
20 |
1 |
16 |
1 |
3 |
330 |
Study 4: Participant education
| adult |
0 |
1 |
5 |
0 |
7 |
3 |
5 |
0 |
| bear |
1 |
1 |
7 |
7 |
3 |
1 |
0 |
0 |
| beetle |
0 |
3 |
3 |
4 |
6 |
1 |
2 |
0 |
| bluejay |
0 |
2 |
3 |
2 |
9 |
2 |
2 |
0 |
| car |
1 |
0 |
7 |
4 |
7 |
1 |
3 |
0 |
| child |
0 |
1 |
6 |
1 |
7 |
1 |
3 |
1 |
| chimpanzee |
0 |
1 |
12 |
0 |
5 |
0 |
2 |
1 |
| computer |
0 |
2 |
6 |
2 |
9 |
1 |
2 |
0 |
| dog |
0 |
3 |
5 |
1 |
10 |
1 |
4 |
0 |
| dolphin |
0 |
4 |
4 |
3 |
6 |
3 |
2 |
0 |
| elephant |
0 |
2 |
5 |
3 |
7 |
0 |
4 |
0 |
| fetus |
0 |
2 |
9 |
4 |
4 |
1 |
0 |
0 |
| fish |
0 |
3 |
5 |
1 |
6 |
3 |
2 |
0 |
| frog |
0 |
2 |
7 |
1 |
7 |
1 |
3 |
0 |
| goat |
1 |
3 |
5 |
5 |
5 |
0 |
1 |
0 |
| infant |
0 |
2 |
2 |
2 |
8 |
0 |
3 |
2 |
| microbe |
0 |
4 |
3 |
2 |
9 |
1 |
1 |
0 |
| mouse |
0 |
1 |
5 |
2 |
7 |
0 |
3 |
0 |
| pvs |
0 |
1 |
4 |
3 |
9 |
2 |
1 |
1 |
| robot |
0 |
3 |
3 |
2 |
10 |
1 |
3 |
0 |
| stapler |
0 |
0 |
5 |
2 |
5 |
0 |
5 |
0 |
| all |
3 |
41 |
111 |
51 |
146 |
23 |
51 |
5 |
back to TOC
Exploratory factor analysis
EFA: ALL conditions
Step 2: Run EFA without rotation
## Factor Analysis using method = minres
## Call: fa(r = d4_all, nfactors = 39, rotate = "none", fm = "minres",
## cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR4 MR10 MR3 MR12 MR6 MR7 MR15 MR14
## happy 0.92 0.19 -0.14 -0.02 -0.24 0.01 -0.04 0.04 0.01 -0.01
## depressed 0.76 0.33 0.06 0.12 0.04 -0.15 -0.02 0.02 0.20 0.16
## fear 0.92 -0.23 0.05 -0.01 0.10 -0.03 -0.19 -0.04 0.00 -0.01
## angry 0.86 0.13 0.06 0.04 -0.05 -0.10 0.00 0.04 0.07 0.10
## calm 0.89 -0.02 0.04 0.04 -0.04 0.08 -0.05 -0.02 -0.07 0.01
## sounds 0.68 -0.18 0.42 -0.28 0.05 -0.06 0.21 0.18 -0.14 -0.01
## seeing 0.77 -0.18 0.36 -0.20 0.04 -0.09 0.16 0.08 -0.08 -0.02
## temperature 0.62 -0.19 0.40 -0.19 0.08 0.02 0.12 0.18 -0.04 0.02
## odors 0.78 -0.11 0.29 -0.07 0.09 -0.04 0.09 0.07 0.03 -0.02
## depth 0.61 0.05 0.49 0.02 0.10 0.07 0.13 0.02 0.05 0.00
## computations 0.02 0.54 0.44 -0.07 0.10 -0.01 0.12 0.19 -0.06 0.03
## thoughts 0.82 0.16 0.11 0.14 -0.01 0.10 0.05 0.00 -0.01 -0.29
## reasoning 0.58 0.41 0.35 0.16 0.06 0.14 0.15 0.07 0.04 -0.14
## remembering 0.64 0.17 0.52 -0.04 -0.03 -0.03 0.15 0.13 0.18 0.02
## beliefs 0.54 0.59 0.05 0.21 0.20 0.15 0.05 -0.04 -0.19 -0.10
## hungry 0.88 -0.33 -0.11 0.01 0.17 -0.02 0.21 -0.10 0.00 0.00
## tired 0.94 -0.20 -0.01 0.01 0.00 0.00 -0.06 0.18 -0.01 -0.01
## pain 0.91 -0.29 -0.07 0.02 0.13 0.03 -0.01 0.07 0.01 0.00
## nauseated 0.84 0.08 0.02 0.01 -0.05 -0.01 -0.03 -0.02 0.09 0.10
## safe 0.88 -0.03 0.05 0.00 -0.03 0.18 0.00 -0.03 -0.04 0.10
## love 0.84 0.26 -0.07 0.11 -0.13 -0.05 0.00 0.03 -0.13 0.06
## recognizing 0.73 0.15 0.32 -0.15 -0.13 -0.17 0.12 0.21 0.02 0.03
## communicating 0.66 0.05 0.48 -0.08 -0.05 0.02 0.13 0.22 0.03 0.03
## guilt 0.65 0.61 0.00 0.14 0.21 -0.21 0.03 0.00 0.00 -0.06
## disrespected 0.63 0.51 0.07 0.15 0.23 0.02 -0.01 0.04 -0.11 0.24
## free_will 0.79 0.04 0.16 0.22 0.05 0.17 0.09 -0.07 0.02 -0.03
## choices 0.70 0.07 0.44 0.00 0.04 0.16 0.15 0.04 0.16 -0.01
## self_restraint 0.62 0.41 0.25 0.21 0.13 0.09 0.09 0.08 0.13 0.11
## intentions 0.75 0.15 0.24 0.09 0.11 0.22 0.07 -0.03 0.11 -0.03
## goal 0.56 0.16 0.40 0.07 0.10 0.24 0.15 0.02 0.17 -0.10
## conscious 0.82 0.00 0.11 0.09 0.02 0.07 0.06 0.00 -0.07 -0.15
## self_aware 0.69 0.27 0.17 0.21 0.09 0.18 0.12 -0.03 -0.02 -0.05
## desires 0.86 0.08 0.10 0.12 -0.04 0.10 0.01 -0.04 0.03 -0.01
## embarrassed 0.62 0.67 -0.08 -0.11 0.35 0.02 -0.04 -0.01 0.01 0.00
## emo_recog 0.67 0.45 0.16 0.13 0.07 -0.02 0.04 0.07 -0.05 0.12
## joy 0.91 0.22 -0.05 -0.05 -0.26 0.01 0.10 0.00 0.00 0.00
## morality 0.56 0.55 0.16 0.18 0.16 0.07 0.09 0.05 -0.18 0.03
## personality 0.87 0.21 0.10 0.20 -0.12 -0.13 0.04 0.09 0.01 -0.01
## pleasure 0.94 -0.01 0.12 -0.01 -0.11 -0.01 -0.07 -0.21 -0.01 0.00
## pride 0.73 0.44 0.06 0.20 0.07 0.10 0.01 0.01 -0.10 0.15
## MR11 MR17 MR13 MR16 MR5 MR19 MR20 MR18 MR24 MR8
## happy 0.03 0.00 0.00 0.00 0.06 0.00 0.00 -0.01 0.00 0.17
## depressed 0.00 0.13 0.05 -0.01 0.03 0.01 0.13 -0.08 0.04 -0.07
## fear 0.00 0.00 0.01 0.00 0.22 0.00 0.00 0.00 0.00 -0.04
## angry -0.04 -0.06 0.07 0.13 -0.03 -0.11 0.07 0.02 0.01 -0.01
## calm -0.02 0.00 -0.11 -0.03 0.04 0.02 -0.07 -0.10 -0.03 0.02
## sounds -0.03 0.04 -0.05 -0.02 0.05 0.15 0.05 -0.03 0.03 0.03
## seeing 0.07 -0.10 0.01 0.18 -0.03 -0.16 0.02 -0.08 0.01 0.07
## temperature 0.02 0.04 -0.03 0.01 0.06 0.05 0.05 -0.04 0.16 0.04
## odors 0.01 0.06 0.09 0.07 -0.04 0.04 0.10 -0.05 0.06 -0.07
## depth 0.03 -0.06 -0.02 0.06 0.05 0.15 0.03 -0.03 0.02 0.12
## computations 0.09 -0.04 0.09 -0.13 0.05 0.08 0.01 -0.04 -0.09 0.11
## thoughts -0.10 0.11 0.02 -0.05 0.00 -0.13 0.17 0.05 0.05 -0.07
## reasoning 0.11 0.02 0.13 -0.03 0.08 0.03 -0.02 0.02 -0.04 0.05
## remembering 0.02 0.02 0.05 -0.10 0.06 0.01 0.12 0.07 -0.15 0.08
## beliefs 0.03 0.06 0.12 -0.06 0.08 0.02 0.01 -0.11 -0.06 0.03
## hungry 0.00 0.01 0.01 -0.01 0.06 0.00 0.00 0.00 0.00 0.08
## tired 0.02 0.00 0.00 -0.01 -0.13 0.00 0.00 0.01 0.00 0.06
## pain 0.01 0.00 0.00 0.00 -0.11 0.00 0.00 0.00 -0.01 -0.14
## nauseated -0.01 0.10 0.01 0.01 -0.09 0.07 0.11 -0.10 0.06 -0.02
## safe -0.05 0.00 -0.32 -0.07 0.13 -0.05 0.06 0.02 -0.01 0.00
## love -0.06 0.06 0.06 0.08 0.02 0.06 0.03 0.26 0.00 -0.01
## recognizing -0.02 0.06 0.03 -0.07 0.02 -0.01 -0.08 0.06 -0.05 0.04
## communicating -0.09 0.12 -0.04 -0.03 0.09 -0.17 -0.16 0.11 -0.02 0.10
## guilt 0.21 -0.02 -0.14 0.01 -0.03 0.01 0.00 0.02 -0.01 -0.06
## disrespected 0.12 0.09 0.05 0.03 0.03 -0.07 -0.06 -0.01 0.09 -0.03
## free_will -0.01 -0.16 -0.04 0.11 0.11 0.00 0.07 -0.01 0.07 0.00
## choices 0.09 -0.19 0.01 -0.01 0.15 0.02 -0.01 0.10 -0.05 0.04
## self_restraint 0.24 0.05 0.06 -0.14 0.05 0.01 -0.09 -0.07 0.08 0.01
## intentions -0.02 -0.04 -0.06 0.18 0.08 0.17 -0.08 0.00 -0.03 0.04
## goal 0.05 0.12 -0.03 0.03 0.09 -0.08 -0.09 0.08 0.11 0.08
## conscious 0.00 0.09 -0.04 0.05 0.08 0.04 -0.14 0.04 0.12 -0.05
## self_aware 0.05 -0.19 0.11 -0.03 0.06 0.05 -0.03 0.07 0.17 0.07
## desires -0.01 0.19 -0.04 0.26 0.03 0.03 -0.03 -0.07 -0.09 0.02
## embarrassed -0.06 0.00 0.01 0.00 -0.04 0.00 0.00 0.00 0.00 0.02
## emo_recog 0.02 -0.03 0.09 -0.04 0.03 -0.05 0.02 0.04 0.09 0.00
## joy 0.01 -0.01 0.01 0.00 0.06 0.00 -0.01 0.00 0.00 -0.19
## morality 0.14 -0.02 0.14 -0.10 0.09 -0.07 0.01 -0.10 -0.11 -0.04
## personality -0.29 -0.04 -0.03 -0.02 0.00 0.01 -0.03 -0.05 0.01 0.02
## pleasure 0.00 0.00 0.00 -0.01 -0.18 0.00 0.00 0.00 0.00 0.03
## pride -0.06 -0.09 0.07 0.06 0.04 0.02 0.09 0.05 -0.06 0.04
## MR9 MR21 MR23 MR22 MR25 MR27 MR30 MR26 MR28 MR29
## happy 0.11 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## depressed -0.02 0.07 0.08 -0.08 -0.02 -0.07 -0.01 0.09 -0.10 -0.01
## fear -0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## angry -0.05 -0.12 -0.01 0.07 0.08 -0.06 -0.04 0.06 0.15 0.08
## calm -0.02 0.13 0.14 -0.07 0.09 -0.02 0.02 0.07 0.05 0.11
## sounds 0.16 -0.05 -0.03 -0.12 0.04 -0.03 -0.02 -0.01 0.04 0.00
## seeing 0.05 0.05 0.07 0.02 -0.03 -0.05 -0.01 -0.04 -0.04 -0.02
## temperature 0.12 0.15 -0.11 0.16 -0.03 0.08 0.00 0.05 -0.04 0.00
## odors 0.06 0.04 -0.14 0.06 0.02 0.01 0.13 -0.01 -0.08 0.11
## depth 0.09 0.08 0.04 0.18 -0.07 0.01 -0.08 0.01 0.13 -0.06
## computations 0.07 0.01 0.08 0.04 -0.17 0.05 -0.03 -0.06 0.05 0.15
## thoughts 0.03 -0.02 0.02 -0.06 0.05 -0.03 0.00 -0.01 0.02 -0.04
## reasoning 0.01 -0.06 -0.06 0.02 -0.01 -0.01 -0.06 0.06 0.09 -0.02
## remembering 0.07 -0.06 0.10 -0.01 -0.03 0.09 -0.02 -0.11 -0.03 0.04
## beliefs 0.01 -0.06 0.04 0.09 -0.10 -0.04 0.01 0.11 -0.04 0.06
## hungry -0.04 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## tired -0.16 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## pain 0.16 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## nauseated -0.07 0.01 0.03 0.12 0.05 0.11 0.04 0.05 0.06 -0.05
## safe -0.01 -0.02 0.00 0.06 0.00 -0.02 0.00 -0.01 -0.01 -0.01
## love 0.08 0.08 0.05 0.05 0.02 -0.05 -0.01 -0.03 -0.02 0.03
## recognizing 0.13 -0.11 0.08 0.10 0.02 -0.04 0.11 0.08 0.00 -0.10
## communicating 0.08 0.07 -0.03 -0.08 -0.02 0.08 -0.01 0.10 0.02 -0.01
## guilt 0.02 0.00 -0.02 -0.01 -0.01 0.01 0.00 0.01 0.00 0.00
## disrespected 0.02 -0.19 -0.03 -0.05 -0.01 0.02 0.01 -0.04 -0.04 0.04
## free_will -0.01 -0.06 0.08 -0.08 -0.02 0.08 0.10 -0.03 0.02 0.01
## choices -0.01 0.03 -0.09 -0.01 0.11 -0.03 0.09 0.04 -0.05 0.06
## self_restraint -0.01 0.09 0.03 0.00 0.01 -0.13 0.02 -0.13 0.07 -0.04
## intentions -0.05 -0.10 0.01 -0.01 0.05 -0.07 -0.11 0.06 -0.12 -0.07
## goal -0.01 0.03 -0.15 0.00 -0.15 -0.08 -0.09 -0.02 0.01 0.09
## conscious -0.03 -0.02 0.08 0.04 0.02 0.05 0.10 -0.05 0.02 -0.01
## self_aware 0.04 -0.04 0.15 0.00 0.01 0.07 0.00 0.01 -0.03 -0.03
## desires -0.06 0.02 0.00 -0.01 0.03 0.05 0.02 -0.05 0.02 0.00
## embarrassed -0.02 0.00 0.00 0.00 0.00 0.00 0.00 -0.01 0.00 0.00
## emo_recog 0.02 0.06 0.04 -0.02 0.10 0.16 -0.15 0.06 -0.04 -0.01
## joy -0.07 0.00 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 0.00
## morality -0.02 0.05 -0.09 0.05 0.15 0.01 -0.03 -0.06 -0.03 -0.05
## personality 0.05 0.00 -0.02 0.01 0.00 0.00 0.00 -0.02 -0.01 0.00
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## pride -0.03 0.08 -0.07 -0.11 -0.11 0.00 0.06 0.05 0.07 -0.09
## MR31 MR32 MR33 MR34 MR35 MR36 MR37 MR38 MR39 h2
## happy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## depressed -0.06 0.03 0.00 0.02 -0.02 0.01 -0.01 0.03 0.01 0.90
## fear 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## angry -0.06 -0.01 -0.01 0.03 0.00 0.03 0.00 0.00 -0.01 0.91
## calm 0.08 0.02 0.07 0.00 0.02 0.01 0.00 0.00 -0.01 0.92
## sounds -0.02 -0.01 -0.03 0.00 -0.01 -0.01 0.00 0.00 0.00 0.94
## seeing 0.03 -0.03 -0.01 -0.01 0.01 0.00 0.00 0.01 0.00 0.94
## temperature 0.05 0.02 0.05 0.10 -0.06 0.01 -0.06 0.00 -0.03 0.83
## odors -0.04 -0.01 0.06 -0.11 0.03 0.05 0.02 -0.03 0.01 0.87
## depth -0.09 0.07 0.12 0.02 0.05 -0.05 0.00 -0.04 0.03 0.81
## computations 0.06 0.13 -0.11 0.07 -0.02 0.05 0.05 0.00 0.03 0.74
## thoughts 0.04 0.03 0.01 0.03 0.02 0.00 0.00 -0.02 0.00 0.92
## reasoning 0.10 -0.05 0.06 -0.11 -0.04 0.01 -0.06 0.07 0.02 0.82
## remembering 0.01 -0.06 0.05 0.01 0.03 0.01 -0.01 0.00 -0.02 0.90
## beliefs -0.05 -0.06 -0.04 0.00 0.00 -0.04 -0.01 -0.01 -0.01 0.91
## hungry 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## tired 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## pain 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## nauseated 0.13 -0.11 -0.09 0.01 0.00 0.01 0.04 0.00 0.01 0.87
## safe -0.02 0.00 -0.01 -0.02 0.00 0.01 0.00 0.01 0.00 0.96
## love 0.02 -0.02 0.00 0.00 -0.02 0.00 0.00 0.00 0.00 0.94
## recognizing 0.02 0.09 0.02 -0.03 -0.01 -0.01 0.02 0.00 -0.01 0.90
## communicating -0.06 -0.07 -0.01 0.01 -0.03 0.02 0.00 -0.03 0.01 0.90
## guilt 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.98
## disrespected 0.07 0.02 0.04 0.03 0.02 -0.02 -0.02 -0.01 0.01 0.91
## free_will -0.04 0.00 0.05 -0.01 -0.13 -0.04 0.04 0.00 0.00 0.87
## choices 0.02 0.01 -0.07 0.04 0.03 -0.06 -0.02 0.00 0.01 0.90
## self_restraint -0.01 -0.05 -0.02 -0.02 -0.02 -0.01 -0.01 -0.03 -0.01 0.89
## intentions 0.03 -0.04 0.04 0.03 0.00 0.04 0.03 -0.02 0.00 0.88
## goal 0.06 0.08 -0.02 -0.02 0.01 0.00 0.08 0.04 -0.02 0.79
## conscious -0.09 -0.07 0.02 0.07 0.09 0.00 0.03 0.07 0.00 0.84
## self_aware -0.04 0.06 -0.10 -0.04 0.02 0.10 -0.05 -0.01 0.00 0.83
## desires -0.02 0.05 -0.05 -0.01 0.00 -0.01 -0.03 0.00 0.00 0.93
## embarrassed 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.99
## emo_recog -0.03 0.04 -0.03 -0.09 0.05 -0.08 0.03 0.00 -0.01 0.84
## joy 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## morality -0.04 0.03 0.02 0.03 -0.03 0.04 0.03 0.02 0.00 0.90
## personality 0.01 0.00 -0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.98
## pleasure 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
## pride 0.02 0.00 0.01 0.01 0.05 0.02 0.01 0.00 -0.01 0.91
## u2 com
## happy 0.0050 1.4
## depressed 0.1001 2.3
## fear 0.0050 1.4
## angry 0.0904 1.5
## calm 0.0843 1.4
## sounds 0.0571 3.4
## seeing 0.0567 2.4
## temperature 0.1740 3.8
## odors 0.1338 1.9
## depth 0.1950 3.3
## computations 0.2572 4.3
## thoughts 0.0779 1.8
## reasoning 0.1779 4.3
## remembering 0.1047 3.3
## beliefs 0.0936 3.8
## hungry 0.0050 1.6
## tired 0.0050 1.3
## pain 0.0050 1.4
## nauseated 0.1329 1.5
## safe 0.0415 1.5
## love 0.0557 1.8
## recognizing 0.0952 2.7
## communicating 0.1001 3.3
## guilt 0.0225 2.9
## disrespected 0.0889 3.5
## free_will 0.1330 1.9
## choices 0.1032 2.8
## self_restraint 0.1077 4.2
## intentions 0.1248 2.4
## goal 0.2140 4.7
## conscious 0.1603 1.6
## self_aware 0.1684 3.0
## desires 0.0692 1.5
## embarrassed 0.0068 2.6
## emo_recog 0.1631 2.9
## joy 0.0050 1.5
## morality 0.1028 4.0
## personality 0.0219 1.7
## pleasure 0.0050 1.3
## pride 0.0856 2.6
##
## MR1 MR2 MR4 MR10 MR3 MR12 MR6 MR7 MR15 MR14
## SS loadings 22.77 3.72 2.42 0.67 0.64 0.47 0.40 0.36 0.33 0.33
## Proportion Var 0.57 0.09 0.06 0.02 0.02 0.01 0.01 0.01 0.01 0.01
## Cumulative Var 0.57 0.66 0.72 0.74 0.76 0.77 0.78 0.79 0.79 0.80
## Proportion Explained 0.63 0.10 0.07 0.02 0.02 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.63 0.73 0.80 0.81 0.83 0.84 0.86 0.87 0.87 0.88
## MR11 MR17 MR13 MR16 MR5 MR19 MR20 MR18 MR24 MR8
## SS loadings 0.30 0.27 0.27 0.26 0.26 0.20 0.20 0.19 0.19 0.19
## Proportion Var 0.01 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00 0.00
## Cumulative Var 0.81 0.82 0.82 0.83 0.84 0.84 0.85 0.85 0.86 0.86
## Proportion Explained 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
## Cumulative Proportion 0.89 0.90 0.91 0.91 0.92 0.93 0.93 0.94 0.94 0.95
## MR9 MR21 MR23 MR22 MR25 MR27 MR30 MR26 MR28 MR29
## SS loadings 0.19 0.18 0.18 0.17 0.16 0.13 0.12 0.11 0.11 0.11
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.87 0.87 0.88 0.88 0.88 0.89 0.89 0.89 0.90 0.90
## Proportion Explained 0.01 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.95 0.96 0.96 0.97 0.97 0.98 0.98 0.98 0.98 0.99
## MR31 MR32 MR33 MR34 MR35 MR36 MR37 MR38 MR39
## SS loadings 0.09 0.09 0.08 0.06 0.05 0.04 0.03 0.02 0.00
## Proportion Var 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Var 0.90 0.90 0.90 0.91 0.91 0.91 0.91 0.91 0.91
## Proportion Explained 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## Cumulative Proportion 0.99 0.99 0.99 1.00 1.00 1.00 1.00 1.00 1.00
##
## Mean item complexity = 2.5
## Test of the hypothesis that 39 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 52.07 with Chi Square of 21651.8
## The degrees of freedom for the model are -39 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is NA
##
## The harmonic number of observations is 431 with the empirical chi square 0 with prob < NA
## The total number of observations was 431 with MLE Chi Square = 0 with prob < NA
##
## Tucker Lewis Index of factoring reliability = 1.04
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR4 MR10 MR3
## Correlation of scores with factors 1 1.00 0.99 0.96 0.99
## Multiple R square of scores with factors 1 0.99 0.97 0.92 0.98
## Minimum correlation of possible factor scores 1 0.99 0.94 0.84 0.97
## MR12 MR6 MR7 MR15 MR14
## Correlation of scores with factors 0.94 0.98 0.98 0.88 0.89
## Multiple R square of scores with factors 0.88 0.96 0.96 0.78 0.79
## Minimum correlation of possible factor scores 0.75 0.92 0.91 0.56 0.57
## MR11 MR17 MR13 MR16 MR5
## Correlation of scores with factors 0.94 0.86 0.91 0.87 0.98
## Multiple R square of scores with factors 0.89 0.73 0.83 0.76 0.96
## Minimum correlation of possible factor scores 0.78 0.46 0.65 0.51 0.92
## MR19 MR20 MR18 MR24 MR8
## Correlation of scores with factors 0.83 0.82 0.85 0.77 0.98
## Multiple R square of scores with factors 0.69 0.67 0.72 0.60 0.95
## Minimum correlation of possible factor scores 0.39 0.34 0.44 0.20 0.90
## MR9 MR21 MR23 MR22 MR25
## Correlation of scores with factors 0.97 0.80 0.78 0.78 0.75
## Multiple R square of scores with factors 0.94 0.65 0.61 0.61 0.56
## Minimum correlation of possible factor scores 0.88 0.29 0.21 0.23 0.11
## MR27 MR30 MR26 MR28 MR29
## Correlation of scores with factors 0.72 0.69 0.72 0.71 0.69
## Multiple R square of scores with factors 0.52 0.48 0.53 0.50 0.48
## Minimum correlation of possible factor scores 0.04 -0.04 0.05 0.00 -0.04
## MR31 MR32 MR33 MR34
## Correlation of scores with factors 0.65 0.63 0.61 0.55
## Multiple R square of scores with factors 0.42 0.39 0.37 0.31
## Minimum correlation of possible factor scores -0.15 -0.21 -0.26 -0.39
## MR35 MR36 MR37 MR38
## Correlation of scores with factors 0.50 0.46 0.38 0.33
## Multiple R square of scores with factors 0.25 0.21 0.14 0.11
## Minimum correlation of possible factor scores -0.49 -0.58 -0.72 -0.78
## MR39
## Correlation of scores with factors 0.18
## Multiple R square of scores with factors 0.03
## Minimum correlation of possible factor scores -0.94
Step 3: Run EFA with oblimin rotation
## Factor Analysis using method = minres
## Call: fa(r = d4_all, nfactors = nfactors_d4_all, rotate = "oblimin",
## fm = "minres", cor = "cor")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR2 MR1 MR3 h2 u2 com
## happy 0.45 0.62 0.03 0.84 0.16 1.8
## depressed 0.61 0.33 0.05 0.71 0.29 1.6
## fear 0.05 0.74 0.25 0.86 0.14 1.2
## angry 0.39 0.52 0.15 0.76 0.24 2.0
## calm 0.25 0.64 0.18 0.79 0.21 1.5
## sounds -0.19 0.22 0.84 0.77 0.23 1.2
## seeing -0.12 0.36 0.71 0.79 0.21 1.5
## temperature -0.21 0.19 0.81 0.68 0.32 1.2
## odors 0.02 0.39 0.57 0.73 0.27 1.8
## depth 0.11 0.00 0.74 0.65 0.35 1.0
## computations 0.48 -0.72 0.48 0.58 0.42 2.6
## thoughts 0.42 0.42 0.19 0.72 0.28 2.4
## reasoning 0.59 -0.15 0.43 0.70 0.30 2.0
## remembering 0.22 -0.07 0.75 0.73 0.27 1.2
## beliefs 0.90 -0.05 -0.04 0.73 0.27 1.0
## hungry -0.05 0.79 0.23 0.83 0.17 1.2
## tired 0.07 0.77 0.23 0.90 0.10 1.2
## pain -0.01 0.81 0.21 0.88 0.12 1.1
## nauseated 0.33 0.58 0.10 0.72 0.28 1.7
## safe 0.21 0.61 0.23 0.78 0.22 1.5
## love 0.56 0.51 -0.03 0.78 0.22 2.0
## recognizing 0.22 0.17 0.57 0.68 0.32 1.5
## communicating 0.08 0.06 0.76 0.71 0.29 1.0
## guilt 0.89 0.08 -0.07 0.79 0.21 1.0
## disrespected 0.82 0.07 0.01 0.73 0.27 1.0
## free_will 0.31 0.41 0.28 0.67 0.33 2.7
## choices 0.17 0.09 0.69 0.72 0.28 1.2
## self_restraint 0.67 -0.04 0.28 0.69 0.31 1.3
## intentions 0.37 0.26 0.36 0.65 0.35 2.8
## goal 0.26 -0.05 0.59 0.55 0.45 1.4
## conscious 0.24 0.50 0.27 0.69 0.31 2.0
## self_aware 0.54 0.15 0.24 0.62 0.38 1.6
## desires 0.35 0.53 0.20 0.78 0.22 2.1
## embarrassed 0.90 0.07 -0.12 0.76 0.24 1.0
## emo_recog 0.71 0.07 0.16 0.71 0.29 1.1
## joy 0.48 0.57 0.06 0.84 0.16 2.0
## morality 0.83 -0.10 0.11 0.74 0.26 1.1
## personality 0.47 0.46 0.17 0.80 0.20 2.3
## pleasure 0.25 0.66 0.20 0.87 0.13 1.5
## pride 0.76 0.22 0.01 0.77 0.23 1.2
##
## MR2 MR1 MR3
## SS loadings 11.04 9.91 8.74
## Proportion Var 0.28 0.25 0.22
## Cumulative Var 0.28 0.52 0.74
## Proportion Explained 0.37 0.33 0.29
## Cumulative Proportion 0.37 0.71 1.00
##
## With factor correlations of
## MR2 MR1 MR3
## MR2 1.00 0.41 0.55
## MR1 0.41 1.00 0.53
## MR3 0.55 0.53 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 52.07 with Chi Square of 21651.8
## The degrees of freedom for the model are 663 and the objective function was 5.43
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 431 with the empirical chi square 412.62 with prob < 1
## The total number of observations was 431 with MLE Chi Square = 2246.7 with prob < 5.9e-171
##
## Tucker Lewis Index of factoring reliability = 0.91
## RMSEA index = 0.077 and the 90 % confidence intervals are 0.071 0.078
## BIC = -1775.13
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR2 MR1 MR3
## Correlation of scores with factors 0.98 0.99 0.98
## Multiple R square of scores with factors 0.97 0.97 0.95
## Minimum correlation of possible factor scores 0.94 0.94 0.91
back to TOC
Factor 1
Study 4, ALL conditions: Rotated Factor 1
| embarrassed |
0.9018816 |
| beliefs |
0.8968680 |
| guilt |
0.8901290 |
| morality |
0.8342636 |
| disrespected |
0.8198717 |
| pride |
0.7632293 |
| emo_recog |
0.7145727 |
| self_restraint |
0.6669838 |
| depressed |
0.6121355 |
| reasoning |
0.5933422 |
| love |
0.5649503 |
| self_aware |
0.5413943 |
| computations |
0.4784656 |
| joy |
0.4769566 |
| personality |
0.4679081 |
| happy |
0.4495767 |
| thoughts |
0.4249871 |
| angry |
0.3924566 |
| intentions |
0.3659627 |
| desires |
0.3514439 |
| nauseated |
0.3307287 |
| free_will |
0.3128684 |
| goal |
0.2580309 |
| calm |
0.2485633 |
| pleasure |
0.2461668 |
| conscious |
0.2420620 |
| recognizing |
0.2227127 |
| remembering |
0.2172967 |
| safe |
0.2117204 |
| choices |
0.1735503 |
| depth |
0.1122530 |
| communicating |
0.0848394 |
| tired |
0.0654121 |
| fear |
0.0517524 |
| odors |
0.0156964 |
| pain |
-0.0058140 |
| hungry |
-0.0451910 |
| seeing |
-0.1164145 |
| sounds |
-0.1932636 |
| temperature |
-0.2062295 |
Factor 2
Study 4, ALL conditions: Rotated Factor 2
| pain |
0.8113911 |
| hungry |
0.7932834 |
| tired |
0.7738048 |
| fear |
0.7411343 |
| pleasure |
0.6615801 |
| calm |
0.6355742 |
| happy |
0.6169317 |
| safe |
0.6101309 |
| nauseated |
0.5822653 |
| joy |
0.5668870 |
| desires |
0.5272103 |
| angry |
0.5216222 |
| love |
0.5092261 |
| conscious |
0.4967620 |
| personality |
0.4557715 |
| thoughts |
0.4219388 |
| free_will |
0.4130935 |
| odors |
0.3894383 |
| seeing |
0.3558002 |
| depressed |
0.3294201 |
| intentions |
0.2595619 |
| sounds |
0.2187783 |
| pride |
0.2170787 |
| temperature |
0.1885972 |
| recognizing |
0.1714859 |
| self_aware |
0.1496946 |
| choices |
0.0868195 |
| guilt |
0.0836874 |
| embarrassed |
0.0746788 |
| disrespected |
0.0655174 |
| emo_recog |
0.0651278 |
| communicating |
0.0580091 |
| depth |
-0.0010363 |
| self_restraint |
-0.0422123 |
| goal |
-0.0486536 |
| beliefs |
-0.0511137 |
| remembering |
-0.0672345 |
| morality |
-0.1044385 |
| reasoning |
-0.1545878 |
| computations |
-0.7202885 |
Factor 3
Study 4, ALL conditions: Rotated Factor 3
| sounds |
0.8369067 |
| temperature |
0.8106029 |
| communicating |
0.7600327 |
| remembering |
0.7534883 |
| depth |
0.7368329 |
| seeing |
0.7106448 |
| choices |
0.6902574 |
| goal |
0.5918000 |
| recognizing |
0.5711083 |
| odors |
0.5695787 |
| computations |
0.4784963 |
| reasoning |
0.4331923 |
| intentions |
0.3611253 |
| self_restraint |
0.2784143 |
| free_will |
0.2781228 |
| conscious |
0.2670766 |
| fear |
0.2544704 |
| self_aware |
0.2415665 |
| hungry |
0.2290513 |
| safe |
0.2286487 |
| tired |
0.2265862 |
| pain |
0.2082285 |
| pleasure |
0.2039622 |
| desires |
0.1951531 |
| thoughts |
0.1913144 |
| calm |
0.1756957 |
| personality |
0.1693344 |
| emo_recog |
0.1572589 |
| angry |
0.1501175 |
| morality |
0.1108815 |
| nauseated |
0.1028601 |
| joy |
0.0555248 |
| depressed |
0.0520425 |
| happy |
0.0255363 |
| pride |
0.0076356 |
| disrespected |
0.0057781 |
| love |
-0.0306122 |
| beliefs |
-0.0419920 |
| guilt |
-0.0698411 |
| embarrassed |
-0.1159230 |
back to TOC
Confirmatory factor analysis
CFA: ALL conditions
ModelDD: Data-driven, three factors (MR1, MR2, MR3; see Study 1)
## lavaan (0.5-20) converged normally after 63 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 4999.742
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 22441.501
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.803
## Tucker-Lewis Index (TLI) 0.792
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -29620.290
## Loglikelihood unrestricted model (H1) -27120.419
##
## Number of free parameters 83
## Akaike (AIC) 59406.580
## Bayesian (BIC) 59744.067
## Sample-size adjusted Bayesian (BIC) 59480.672
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.116
## 90 Percent Confidence Interval 0.113 0.119
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.096
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassd 1.000
## pride 1.189 0.057 20.756 0.000
## guilt 1.040 0.054 19.285 0.000
## love 1.330 0.062 21.570 0.000
## disrespctd 1.019 0.055 18.425 0.000
## depressed 1.256 0.062 20.212 0.000
## beliefs 0.889 0.053 16.833 0.000
## emo_recog 1.029 0.053 19.236 0.000
## joy 1.429 0.065 22.102 0.000
## personalty 1.369 0.062 21.912 0.000
## happy 1.405 0.065 21.743 0.000
## morality 0.938 0.054 17.305 0.000
## angry 1.353 0.066 20.544 0.000
## slf_rstrnt 0.971 0.055 17.513 0.000
## thoughts 1.242 0.063 19.816 0.000
## self_aware 1.062 0.060 17.760 0.000
## MR2 =~
## hungry 1.000
## pain 1.022 0.034 29.728 0.000
## tired 1.044 0.033 31.762 0.000
## fear 1.031 0.033 30.945 0.000
## pleasure 1.028 0.033 31.324 0.000
## conscious 0.899 0.037 24.162 0.000
## free_will 0.823 0.036 22.980 0.000
## safe 0.939 0.034 27.757 0.000
## desires 0.936 0.035 26.922 0.000
## calm 0.942 0.033 28.427 0.000
## nauseated 0.913 0.037 24.390 0.000
## odors 0.850 0.037 22.660 0.000
## intentions 0.786 0.038 20.768 0.000
## computatns (x) -0.002 0.046 -0.053 0.958
## MR3 =~
## rememberng 1.000
## temperatur 0.844 0.043 19.427 0.000
## recognizng 1.027 0.047 21.805 0.000
## seeing 1.107 0.049 22.449 0.000
## communctng 1.020 0.045 22.514 0.000
## sounds 0.950 0.044 21.774 0.000
## depth 0.957 0.049 19.668 0.000
## goal 0.852 0.051 16.861 0.000
## choices 1.033 0.047 21.962 0.000
## reasoning 0.780 0.047 16.550 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 2.971 0.258 11.497 0.000
## MR3 2.215 0.207 10.690 0.000
## MR2 ~~
## MR3 3.405 0.294 11.592 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 1.478 0.105 14.113 0.000
## pride 1.166 0.085 13.664 0.000
## guilt 1.287 0.092 13.976 0.000
## love 1.156 0.086 13.397 0.000
## disrespected 1.501 0.106 14.101 0.000
## depressed 1.500 0.109 13.798 0.000
## beliefs 1.601 0.112 14.267 0.000
## emo_recog 1.274 0.091 13.984 0.000
## joy 1.127 0.086 13.159 0.000
## personality 1.101 0.083 13.251 0.000
## happy 1.223 0.092 13.326 0.000
## morality 1.617 0.114 14.224 0.000
## angry 1.596 0.116 13.719 0.000
## self_restraint 1.657 0.117 14.204 0.000
## thoughts 1.620 0.117 13.881 0.000
## self_aware 1.882 0.133 14.178 0.000
## hungry 1.336 0.098 13.620 0.000
## pain 1.075 0.081 13.304 0.000
## tired 0.800 0.063 12.750 0.000
## fear 0.900 0.069 13.005 0.000
## pleasure 0.839 0.065 12.893 0.000
## conscious 1.818 0.129 14.052 0.000
## free_will 1.782 0.126 14.143 0.000
## safe 1.217 0.089 13.654 0.000
## desires 1.360 0.099 13.768 0.000
## calm 1.111 0.082 13.549 0.000
## nauseated 1.819 0.130 14.032 0.000
## odors 1.980 0.140 14.165 0.000
## intentions 2.174 0.152 14.279 0.000
## computations 4.499 0.306 14.680 0.000
## remembering 1.448 0.110 13.112 0.000
## temperature 1.578 0.116 13.658 0.000
## recognizing 1.533 0.117 13.117 0.000
## seeing 1.575 0.122 12.914 0.000
## communicating 1.322 0.103 12.891 0.000
## sounds 1.319 0.100 13.126 0.000
## depth 1.948 0.143 13.614 0.000
## goal 2.491 0.178 14.020 0.000
## choices 1.506 0.115 13.071 0.000
## reasoning 2.199 0.156 14.054 0.000
## MR1 2.363 0.243 9.716 0.000
## MR2 4.963 0.421 11.791 0.000
## MR3 3.385 0.318 10.644 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
## Loading required package: proto
ModelWDM: Theoretical, three factors (SOCIAL-EMOTIONAL, BIOLOGICAL, PERCEPTUAL; see Weisman et al., 2015)
## lavaan (0.5-20) converged normally after 59 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 2083.615
## Degrees of freedom 206
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 12346.286
## Degrees of freedom 231
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.845
## Tucker-Lewis Index (TLI) 0.826
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -16191.409
## Loglikelihood unrestricted model (H1) -15149.602
##
## Number of free parameters 47
## Akaike (AIC) 32476.819
## Bayesian (BIC) 32667.926
## Sample-size adjusted Bayesian (BIC) 32518.775
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.145
## 90 Percent Confidence Interval 0.140 0.151
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.081
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo =~
## happy 1.000
## depressed 0.823 0.032 25.572 0.000
## fear 0.912 0.034 26.785 0.000
## angry 0.941 0.031 30.734 0.000
## calm 0.890 0.031 29.105 0.000
## joy 1.003 0.027 37.752 0.000
## love 0.909 0.028 32.476 0.000
## guilt 0.634 0.031 20.480 0.000
## disrespected 0.620 0.032 19.174 0.000
## embarrassed 0.606 0.032 18.912 0.000
## pride 0.750 0.031 24.510 0.000
## biological =~
## hungry 1.000
## tired 1.051 0.031 33.846 0.000
## pain 1.029 0.033 31.475 0.000
## nauseated 0.911 0.037 24.958 0.000
## safe 0.917 0.034 27.102 0.000
## pleasure 1.021 0.032 31.989 0.000
## perceptual =~
## sounds 1.000
## seeing 1.186 0.044 26.758 0.000
## temperature 0.903 0.040 22.398 0.000
## odors 1.117 0.046 24.436 0.000
## depth 0.904 0.049 18.442 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## soc_emo ~~
## biological 4.672 0.363 12.858 0.000
## perceptual 3.059 0.272 11.246 0.000
## biological ~~
## perceptual 3.474 0.291 11.926 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.732 0.062 11.898 0.000
## depressed 1.734 0.125 13.890 0.000
## fear 1.886 0.137 13.787 0.000
## angry 1.361 0.102 13.363 0.000
## calm 1.429 0.105 13.557 0.000
## joy 0.768 0.064 12.014 0.000
## love 1.074 0.082 13.118 0.000
## guilt 1.771 0.125 14.222 0.000
## disrespected 1.973 0.138 14.287 0.000
## embarrassed 1.947 0.136 14.299 0.000
## pride 1.605 0.115 13.971 0.000
## hungry 1.256 0.096 13.113 0.000
## tired 0.632 0.056 11.203 0.000
## pain 0.915 0.074 12.388 0.000
## nauseated 1.766 0.128 13.759 0.000
## safe 1.354 0.101 13.461 0.000
## pleasure 0.828 0.068 12.187 0.000
## sounds 1.050 0.090 11.729 0.000
## seeing 1.045 0.100 10.505 0.000
## temperature 1.278 0.100 12.720 0.000
## odors 1.414 0.118 11.950 0.000
## depth 2.331 0.171 13.611 0.000
## soc_emo 5.154 0.399 12.902 0.000
## biological 5.043 0.423 11.931 0.000
## perceptual 3.324 0.294 11.298 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
ModelGGW: Theoretical, two factors (AGENCY, EXPERIENCE; see Gray et al., 2007)
## lavaan (0.5-20) converged normally after 42 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 1653.966
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 8749.306
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.823
## Tucker-Lewis Index (TLI) 0.798
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -13782.271
## Loglikelihood unrestricted model (H1) -12955.288
##
## Number of free parameters 37
## Akaike (AIC) 27638.543
## Bayesian (BIC) 27788.989
## Sample-size adjusted Bayesian (BIC) 27671.572
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.162
## 90 Percent Confidence Interval 0.155 0.169
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.083
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 1.047 0.044 23.972 0.000
## pain 1.030 0.045 23.047 0.000
## pleasure 1.098 0.041 26.543 0.000
## angry 1.020 0.043 23.796 0.000
## desires 1.013 0.042 24.228 0.000
## personality 0.997 0.041 24.245 0.000
## conscious 0.955 0.044 21.559 0.000
## pride 0.771 0.041 18.909 0.000
## embarrassed 0.595 0.040 14.786 0.000
## joy 1.056 0.042 25.189 0.000
## agency =~
## self_restraint 1.000
## morality 0.913 0.055 16.657 0.000
## remembering 1.099 0.062 17.798 0.000
## emo_recog 0.996 0.054 18.371 0.000
## goal 1.016 0.064 15.872 0.000
## communicating 1.076 0.062 17.297 0.000
## thoughts 1.227 0.063 19.419 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 2.862 0.256 11.199 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 1.922 0.140 13.774 0.000
## fear 1.381 0.104 13.296 0.000
## pain 1.615 0.119 13.535 0.000
## pleasure 0.807 0.067 12.065 0.000
## angry 1.362 0.102 13.346 0.000
## desires 1.223 0.093 13.217 0.000
## personality 1.181 0.089 13.211 0.000
## conscious 1.837 0.133 13.817 0.000
## pride 1.904 0.135 14.137 0.000
## embarrassed 2.291 0.159 14.411 0.000
## joy 1.069 0.083 12.856 0.000
## self_restraint 1.453 0.113 12.888 0.000
## morality 1.672 0.125 13.387 0.000
## remembering 1.896 0.146 13.022 0.000
## emo_recog 1.366 0.107 12.790 0.000
## goal 2.442 0.180 13.584 0.000
## communicating 2.029 0.154 13.196 0.000
## thoughts 1.612 0.132 12.242 0.000
## experience 4.377 0.411 10.638 0.000
## agency 2.430 0.251 9.675 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
Compare models (not yet implemented)
# MODELS HAVE DIFFERENT SETS OF VARIABLES, MIGHT NOT WORK
# # compare models (iff continuous and ML)
# customVuong(chosenDD = d4_all_fitDD,
# chosenWDM = d4_all_fitWDM,
# chosenGGW = d4_all_fitGGW)
back to TOC
